Systems, methods and apparatus for in-service tank inspections

ABSTRACT

Systems, methods and apparatuses for inspecting a tank containing a flammable fluid are provided. The system includes a vehicle having a battery, a control unit, an inspection device having one or more conductors, and a ranging device. The inspection device receives, from the control unit, a command to initiate inspection at the first position on the map. The inspection device changes a magnetic field in the one or more conductors to induce loops of electric current that extend towards a portion of the tank corresponding to the first position on the map. The inspection device detects values corresponding to the induced loops of electric current at the portion of the tank corresponding to the first position on the map. The inspection device provides, to the control unit, the detected values to cause the control unit to determine a quality metric and store the quality metric.

CROSS-REFERENCES TO RELATED APPLICATIONS

This application claims the benefit of priority under 35 U.S.C. § 119 toU.S. Provisional Patent Application No. 62/855,518, filed May 31, 2019,and claims the benefit of priority under 35 U.S.C. § 119 to U.S.Provisional Patent Application No. 62/796,533, filed Jan. 24, 2019, eachof which is hereby incorporated by reference herein in its entirety.

BACKGROUND

Tanks can store fluids or liquids, including flammable fluids such asoil or gas. The fluid can corrode portions of the tank that come intocontact with the fluid. External surfaces of the tank can corrode due towater or other fluids under the floor of the tank, or water that leakedinto the tank through, for example, a roof seal and sank below thehydrocarbon fluid due to its higher density. Corrosive elements in thehydrocarbon fluid can also contribute to corrosion. This corrosion caneventually cause the tank to leak. However, it can be challenging todetermine the integrity of the tank to prevent leaks.

SUMMARY

This disclosure is directed to systems, methods and apparatus ofinspecting a tank containing a flammable fluid. Due to the technicalchallenges of inspecting a tank containing a flammable fluid, tanksinspections may be performed on empty tanks that are out-of-service.However, out-of-service inspection entails many hazardous steps. Forexample, the tank is first emptied of its liquid content. A largeopening is then cut in the side of the tank to allow people and tools toenter. The residual sediments on the floor are collected, removed fromthe tank and safely disposed of. The atmosphere inside the tank isdegassed and rendered safe. Human operators then enter the confinedspace under harsh and hazardous conditions to perform tediousplate-by-plate floor inspection. Once the inspection is complete, platesare welded to close the opening on the side of the tank, and the tankrefilled with flammable fluid. These additional steps taken to inspect atank can be time consuming, resource intensive, or hazardous.

Systems, methods and apparatus of this technical solution provide anautonomous vehicle that can inspect a tank containing a flammable fluid.The autonomous vehicle of this technical solution can perform anin-service tank inspection. An in-service tank inspection can refer toinspecting the tank while the flammable fluid is still contained in thetank. In some cases, an in-service tank inspection can refer to a closedtank inspection, such as inspecting a tank containing a flammable fluidwhile the lid of the tank is closed or sealed. To perform an in-servicetank inspection, the autonomous vehicle of this technical solution canbe tetherless and include a propeller, battery, and control unit thatcan automatically perform a tank inspection process. By automaticallyperforming an in-service tank inspection with the tank lid closed, theautonomous vehicle can save time, reduce resource utilization andincrease safety by inspecting the tank without having to empty the tank,which can allow for more frequent tank inspections. The system can moreaccurately predict the quality, integrity or state of the tank byperforming more frequent tank inspection, or collecting inspection dataat different intervals.

At least one aspect is directed to a vehicle to inspect a tankcontaining a flammable fluid. The vehicle can include a propeller, abattery, a control unit, an inspection device, and a ranging device. Thebattery can provide power to the propeller, the control unit, theinspection device, and the ranging device. The control unit can generatea map of the tank based on data received from the ranging device. Theranging device can include an acoustic sensor or electromagneticradiation sensor capable of providing a measurement of the distancebetween the robot and the environment (e.g., tank shell and obstaclessuch as pipes or roof support columns). The control unit can determine afirst position of the vehicle on the map of the tank. The propeller,which can be electrically connected to the battery, can move the vehiclethrough the flammable fluid in the tank. The inspection device, whichcan be electrically connected to the battery, can determine a qualitymetric of a portion of the tank. The control unit can be electricallyconnected to the battery, the ranging device, the propeller and theinspection device. The control unit can cause the propeller to move thevehicle from the first position to a second position within the tank.The control unit can determine, via the inspection device, the qualitymetric for the portion of the tank at the second position within thetank. The control unit can store, in a data structure in memory of thevehicle, the quality metric corresponding to the second position withinthe tank.

The control unit of the vehicle can execute a diagnostic program priorto causing the propeller to move the vehicle. The control unit of thevehicle can be configured to determine, based on results of a diagnosticprogram, to initiate a tank inspection process, and provide, based onthe tank inspection process, a command to cause the propeller to movethe vehicle from the first position to the second position within thetank. The control unit of the vehicle can be configured to disable,based on a diagnostic program, the propeller to prevent the propellerfrom moving the vehicle from the second position. The control unit ofthe vehicle can be further configured to execute a diagnostic programprior to causing the propeller to move the vehicle, and set a speed ofthe propeller based on a result of the diagnostic program.

The control unit of the vehicle can further be configured to cause thepropeller to move the vehicle to a plurality of portions of the tank,generate a map of the tank based on traversing a plurality of portionsof the tank, and detect an exit condition based on the generated map.The control unit of the vehicle can be further configured to adjust aspeed of the propeller based on a current location of the vehicle on themap and detect the exit condition based on an amount of power availablein the battery. A plurality of propellers of the vehicle can beconfigured to move the vehicle in one or more directions. The propellerof the vehicle can be one of a controllable-pitch propeller, skewbackpropeller, modular propeller, or Voith Schneider propeller. The qualitymetric of the vehicle can indicate a thickness of the portion of thetank at the second position within the tank.

At least one aspect is directed to a method of inspecting a tankcontaining a flammable fluid. The method can be performed by a vehiclehaving one or more processors and memory. The method can includelowering, via a cable, the vehicle into the tank containing theflammable fluid, wherein the vehicle can comprise a propeller, abattery, a control unit, an inspection device, and a ranging device. Themethod can include removing, subsequent to deploying the vehicle, thecable from the tank. The method can include moving, by the propeller,the vehicle through the flammable fluid in the tank. The method caninclude generating, by the control unit based on data received from theranging device, a map of the tank. The method can include determining,by the control unit, a first position of the vehicle on the map of thetank. The method can include causing, by the control unit of thevehicle, the propeller to move from the first position to a secondposition within the tank. The method can include determining, via theinspection device, a quality metric for a portion of the tankcorresponding to the second position on the map. The method can includestoring, in a data structure in memory of the vehicle, the qualitymetric corresponding to the second position within the tank.

The method can include executing, by the control unit, a diagnosticprogram prior to causing the propeller to move the vehicle. The methodcan include determining, by the control unit based on results of adiagnostic program, to initiate a tank inspection process, andproviding, by the control unit based on the tank inspection process, acommand to cause the propeller to move the vehicle from the firstposition to the second position within the tank. The method can includedisabling, by the control unit based on a diagnostic program, thepropeller to prevent the propeller from moving the vehicle from thesecond position. The method can include executing, by the control unit,a diagnostic program prior to causing the propeller to move the vehicle,and setting, by the control unit, a speed of the propeller based on aresult of the diagnostic program.

The method can include causing, by the control unit, the propeller tomove the vehicle to a plurality of portions of the tank, generating, bythe control unit, a map of the tank based on traversing a plurality ofportions of the tank, and detecting, by the control unit, an exitcondition based on the generated map. The method can include adjusting,by the control unit, a speed of the propeller based on a currentlocation of the vehicle on the map. The method can include detecting, bythe control unit, the exit condition based on an amount of poweravailable in the battery. The method can include moving, by a pluralityof propellers, the vehicle in one or more directions. The propeller ofthe method can be one of a controllable-pitch propeller, skewbackpropeller, modular propeller, or Voith Schneider propeller. The qualitymetric of the method can indicate a thickness of the portion of the tankat the second position within the tank.

At least one aspect is directed to a system to inspect a tank containinga flammable fluid. The system can include a battery, a control unit, aninspection device having one or more conductors, and a ranging device.The inspection device can be electrically connected to the control unitand the battery. The inspection device can receive, from the controlunit responsive to identifying a first position of the vehicle on a mapof the tank based on data from the ranging device, a command to initiateinspection at the first position on the map. The inspection device canchange, responsive to the command to initiate inspection, a magneticfield in the one or more conductors to induce loops of electric currentthat extend towards a portion of the tank corresponding to the firstposition on the map. The inspection device can detect valuescorresponding to the induced loops of electric current at the portion ofthe tank corresponding to the first position on the map. The inspectiondevice can provide, to the control unit, data comprising the detectedvalues to cause the control unit to determine a quality metric at theportion of the tank corresponding to the first position of the vehicleon the map, and store, in memory of the vehicle, the quality metric.

The inspection device can generate pulsed eddy currents to determine thequality metric. The inspection device can include a plurality ofconductors arranged in an array to generate array eddy currents todetermine the quality metric at a portion of the tank corresponding to asecond position of the vehicle on the map. The inspection device caninclude an ultrasonic array or ultrasonic phased array system todetermine a second quality metric at the portion of the tankcorresponding to the first position of the vehicle on the map.

The inspection device can include at least two different types ofsensors. The inspection device can obtain measurements from the at leasttwo different types of sensors to generate the quality metric at theportion of the tank corresponding to the first position of the vehicleon the map. The quality metric can indicate a thickness of the portionof the tank corresponding to the first position of the vehicle on themap. The quality metric can indicate a predictive corrosion metric basedon a plurality of tank inspection performed by the vehicle during a timeinterval. The inspection device can selects, based on a conditionassociated with the portion of the tank corresponding to the firstposition of the vehicle on the map, one of the at least two differenttypes of sensors to inspect the portion of the tank.

The system can include a model generator that generates a risk-basedinspection model based on a time-series of quality metrics determinedbased on the loops of electric current provided by the inspection devicethat extend towards the portion of the tank. The model generator canaggregate historical quality metrics obtained from a plurality of tankinspections to forecast a level of thickness of the tank based on thequality metric.

The ranging device can detect acoustic waves reflected off one or moreportions of the tank, and the control unit generates the map of the tankbased on the detected acoustic waves.

At least one aspect is directed to a method of inspecting a tankcontaining a flammable fluid. The method can include lowering, via acable, a vehicle into the tank containing the flammable fluid. Thevehicle can include a battery, a control unit, an inspection devicehaving one or more conductors, and a ranging device. The method caninclude removing, subsequent to deploying the vehicle, the cable fromthe tank. The method can include the inspection device receiving, fromthe control unit responsive to identifying a first position of thevehicle on a map of the tank based on data from the ranging device, acommand to initiate inspection at the first position on the map. Themethod can include the inspection device charging, responsive to thecommand to initiate inspection, a magnetic field in the one or moreconductors to induce loops of electric current that extend towards aportion of the tank corresponding to the first position on the map. Themethod can include the inspection device detecting values correspondingto the induced loops of electric current at the portion of the tankcorresponding to the first position on the map. The method can includethe inspection device providing, to the control unit, data comprisingthe detected values to cause the control unit to determine a qualitymetric at the portion of the tank corresponding to the first position ofthe vehicle on the map, and store, in memory of the vehicle, the qualitymetric.

The method can include the inspection device generating a pulsed eddycurrent. The method can include determining the quality metric based onthe pulsed eddy current.

The method can include generating, by a plurality of conductors of theinspection device, array eddy currents. The method can includedetermining the quality metric at a portion of the tank corresponding toa second position of the vehicle on the map based on the array eddycurrents.

The method can include determining, via an ultrasonic array orultrasonic phased array system of the inspection device, a secondquality metric at the portion of the tank corresponding to the firstposition of the vehicle on the map.

The method can include generating the quality metric at the portion ofthe tank corresponding to the first position of the vehicle on the mapby obtaining measurements from at least two different types of sensorsof the inspection device. The quality metric can indicate a thickness ofthe portion of the tank corresponding to the first position of thevehicle on the map. The quality metric can indicate a predictivecorrosion metric based on a plurality of tank inspection performed bythe vehicle during a time interval.

The method can include generating, by a model generator, a risk-basedinspection model based on a time-series of quality metrics determinedbased on the loops of electric current provided by the inspection devicethat extend towards the portion of the tank. The method can includeaggregating historical quality metrics obtained from a plurality of tankinspections. The method can include forecasting, using the aggregatedhistorical quality metrics, a level of thickness of the tank based onthe quality metric.

The method can include receiving acoustic waves reflected off one ormore portions of the tank. The method can include generating the map ofthe tank based on the acoustic waves.

At least one aspect is directed to a vehicle to inspect a tankcontaining a flammable fluid. The vehicle can include a propeller, alatch mechanism, a pressure switch, and an inspection device. Thevehicle can include a control unit in communication with the propeller,the latch mechanism, the pressure switch, and the inspection device. Thecontrol unit can receive an indication from the pressure switch to poweron. The control unit can receive the indication responsive to thepressure switch detecting an ambient pressure greater than a minimumthreshold. The control unit can receive, from the latch mechanism, anindication of a state of the latch mechanism. The control unit candetermine, based on the state of the latch mechanism, that the cableused to lower the vehicle into the tank containing the flammable fluidis detached from the vehicle. The control unit can command, responsiveto the determination that the cable is detached from the vehicle, thepropeller to move the vehicle through the flammable fluid. The controlunit can determine, via the inspection device and subsequent togeneration of a portion of a map, a quality metric of a portion of thetank.

The pressure switch can detect that the vehicle is submerged by athreshold depth in the flammable fluid. The pressure switch can provide,responsive to detection of the threshold depth, an indication to poweron the control unit of the vehicle. The vehicle can be powered off as itis lowered through a vapor layer in the tank above the flammable fluid.

The latch mechanism can disengage the cable used to lower the vehicleinto the flammable fluid in the tank. The latch mechanism can couple thecable to the vehicle to lower the vehicle into the flammable fluid inthe tank. The vehicle can include an actuator that locks or unlocks thelatch mechanism. The control unit can cause the actuator to unlock thelatch mechanism to disengage the cable subsequent to the vehicle loweredinto the flammable fluid in the tank.

The control unit can detect an exit condition in a tank inspectionprocess. The control unit can cause the latch mechanism to re-engage thecable to couple to the cable to the vehicle. The cable can be a passiverope, such as a passive metal rope.

The control unit can execute a diagnostic program to detect a state ofthe cable. The control unit can generate, based on the state of thecable, a command to control at least one of the propeller or the latchmechanism coupling the cable to the vehicle.

The sensor can determine that the vehicle is in contact with the floorof the tank. The control unit can detect, via the sensor, that thevehicle is in contact with the tank floor. The control unit can commandthe latch mechanism to decouple the cable from the vehicle in theflammable fluid. The control unit can command the propeller to move thevehicle responsive to the second state of the latch mechanism.

The control unit can receive, from a remote computing device, anindication that the cable is decoupled from the vehicle in the flammablefluid. The control unit can receive, from a remote computing device, anindication to perform a tank inspection process comprising causing thepropeller to move the vehicle to one or more positions in the tank, anddetermine one or more quality metrics.

At least one aspect is directed to a method of inspecting a tankcontaining a flammable fluid. The method can include lowering, via acable, a vehicle into the tank containing the flammable fluid. Thevehicle can include a control unit, a propeller, a pressure switch, alatch mechanism, and an inspection device. The method can include thecontrol unit receiving, from the pressure switch, an indication to poweron. The method can include removing, subsequent to deploying thevehicle, the cable from the tank. The method can include the controlunit receiving, from the latch mechanism, an indication of a state ofthe latch mechanism. The method can include the control unitdetermining, based on the state of the latch mechanism, that the cableused to lower the vehicle into the tank containing the flammable fluidis detached from the vehicle. The method can include the control unitcommanding, responsive to the determination that the cable is detachedfrom the vehicle, the propeller to move the vehicle through theflammable fluid. The method can include the control unit determining,via the inspection device and subsequent to generation of a portion of amap, a quality metric of a portion of the tank.

The method can include detecting, by the pressure switch, that thevehicle is submerged by a threshold depth in the flammable fluid. Themethod can include providing, by the pressure switch responsive todetection of the threshold depth, an indication to power on the controlunit of the vehicle, wherein the vehicle is powered off as it is loweredthrough a vapor layer in the tank above the flammable fluid.

The method can include the latch mechanism disengaging the cable used tolower the vehicle into the flammable fluid in the tank. The method caninclude coupling, via the latch mechanism, the cable to the vehicle tolower the vehicle into the flammable fluid in the tank. The method caninclude locking or unlocking, by the control unit in communication withan actuator, the latch mechanism to disengage the cable subsequent tothe vehicle lowered into the flammable fluid in the tank.

The method can include detecting, by the control unit, an exit conditionin a tank inspection process. The method can include re-engaging, by thecontrol unit, the latch mechanism with the cable to couple to the cableto the vehicle. The cable can be a passive rope, such as a passive metalrope.

The method can include executing, by the control unit, a diagnosticprogram to detect a state of the cable. The method can includegenerating, by the control unit based on the state of the cable, acommand to control at least one of the propeller or the latch mechanismcoupling the cable to the vehicle.

The method can include determining, via a sensor, that the vehicle is incontact with the floor of the tank. The method can include commanding,by the control unit, the latch mechanism to decouple the cable from thevehicle in the flammable fluid. The method can include commanding, bythe control unit, the propeller to move the vehicle responsive to thesecond state of the latch mechanism.

The method can include receiving, by the control unit from a remotecomputing device, an indication that the cable is decoupled from thevehicle in the flammable fluid. The method can include receiving, by thecontrol unit from a remote computing device, an indication to perform atank inspection process comprising causing the propeller to move thevehicle to one or more positions in the tank, and determine one or morequality metrics.

At least one aspect is directed to a method of inspecting a tankcontaining a flammable fluid. The method can include opening a lid of atank containing the flammable fluid. The method can include connecting acable to a vehicle. The vehicle can include a battery and a controlunit. The method can include lowering, via the cable and through anopening of the tank, the vehicle through a vapor barrier within the tankand on top of the flammable fluid. The method can include disengagingthe cable from the vehicle subsequent to the vehicle contacting thefloor of the tank. The method can include removing the cable from thetank. The method can include closing the lid of the tank to seal thevehicle in the tank. The method can include performing, via the controlunit of the vehicle, a tank inspection process under battery power. Thetank inspection process can include generating a map of the tank anddetermining a quality metric for a portion of the tank corresponding toa location on the generated map.

The method can include initializing, in memory of the vehicle, a mapdata structure for the tank. The method can include storing, in the mapdata structure, the map.

The method can include determining, by the control unit upon beinglowered in the tank, to generate the map for the tank. The method caninclude instructing, by the control unit, a ranging device of thevehicle to generate the map for the tank.

The method can include establishing a predetermined duration for thetank inspection process. The method can include storing thepredetermined duration in a configuration file in memory of the vehicle.The method can include initiating, by the vehicle responsive to beingsealed in the tank and beginning the tank inspection process, a timerbased on the predetermined duration. The method can include terminatingthe tank inspection process responsive to expiration of the timer.

The method can include identifying, by the control unit, an uninspectedportion of the tank based on the generated map. The method can includecausing, by the control unit, a propeller of the vehicle to move thevehicle towards the identified uninspected portion of the tank.

The method can include identifying, by the control unit, an absence ofany uninspected portions of the floor of the tank based on the generatedmap. The method can include providing, responsive to identifying theabsence, an indication that the tank inspection process is complete. Theindication that the tank inspection process is complete can include awireless signal or acoustic signal.

The method can include unreeling, by a winch located external to thetank, the cable to lower the vehicle into the tank. The method caninclude reeling, by the winch, the cable subsequent to disengaging thecable from the vehicle to remove the cable from within the tank. Themethod can include unreeling, upon completion of the tank inspectionprocess comprising generating the map of the tank and storing aplurality of indications of the quality metric for the at least oneportion of the tank, the cable into the tank. The method can includere-engaging the cable with the vehicle. The method can include reelingthe cable re-engaged with the vehicle to remove the vehicle from withinthe tank.

At least one aspect is directed to a system of inspecting a tankcontaining a flammable fluid. The system can include a vehiclecomprising a battery and a control unit. The system can include a cableconnected to the vehicle. The system can include a winch locatedexternal to a tank lowering, through an opening of the tank, the vehiclethrough a vapor barrier within the tank and on top of a flammable fluidcontained in the tank. The vehicle can disengage from the cablesubsequent to the vehicle contacting the floor of the tank. The winchcan remove the cable from the tank. The lid of the tank is closed toseal the vehicle in the tank subsequent to removal of the cable from thetank. The control unit of the vehicle can perform a tank inspectionprocess under battery power, the tank inspection process comprisinggenerating a map of the tank and determining a quality metric for aportion of the tank corresponding to a location on the generated map.

The control unit can initialize, in memory of the vehicle, a map datastructure for the tank, and store the map in the map data structure. Thecontrol unit can determine, upon the vehicle contacting the floor of thetank, to generate the map for the tank. The control unit can instruct aranging device of the vehicle to collect data used to generate the mapfor the tank.

The control unit can retrieve, from a configuration file stored inmemory of the vehicle, a predetermined duration for the tank inspectionprocess. The control unit can initiate, subsequent to being sealed inthe tank and beginning the tank inspection process, a timer based on thepredetermined duration.

The control unit can terminate the tank inspection process responsive toexpiration of the timer. The control unit can identify an uninspectedportion of the tank based on the generated map. The control unit cancause a propeller of the vehicle to move the vehicle towards theidentified uninspected portion of the tank.

The control unit can identify an absence of any uninspected portions ofthe floor of the tank based on the generated map. The control unit canprovide, responsive to identifying the absence, an indication that thetank inspection process is complete. The indication that the tankinspection process is complete can include a wireless signal or anacoustic signal.

The winch can unreel the cable to lower the vehicle into the tank. Thewinch can reel the cable subsequent to disengaging the cable from thevehicle to remove the cable from within the tank. The winch can unreel,upon completion of a tank inspection process comprising generating themap of the tank and storing a plurality of indications of the qualitymetric for the at least one portion of the tank, the cable into thetank. The winch can reel, upon the cable re-engaging the vehicle, thecable to remove the vehicle from within the tank.

These and other aspects and implementations are discussed in detailbelow. The foregoing information and the following detailed descriptioninclude illustrative examples of various aspects and implementations,and provide an overview or framework for understanding the nature andcharacter of the claimed aspects and implementations. The drawingsprovide illustration and a further understanding of the various aspectsand implementations, and are incorporated in and constitute a part ofthis specification.

BRIEF DESCRIPTION OF THE DRAWINGS

The accompanying drawings are not intended to be drawn to scale. Likereference numbers and designations in the various drawings indicate likeelements. For purposes of clarity, not every component may be labeled inevery drawing. In the drawings:

FIG. 1 is a block diagram of an example system to inspect a tankcontaining a flammable fluid, in accordance with an implementation;

FIG. 2A is an example illustration of a system inspecting a tankcontaining a flammable, in accordance with an implementation;

FIG. 2B is an example illustration of a system inspecting a tankcontaining a flammable, in accordance with an implementation;

FIG. 3 is an example illustration of a system inspecting a tankcontaining a flammable, in accordance with an implementation;

FIG. 4 is a block diagram of an example system to facilitate a tankinspection;

FIG. 5 is a flow diagram of an example method of inspecting a tankcontaining a flammable fluid;

FIG. 6 is a flow diagram of an example method of inspecting a tankcontaining a flammable fluid;

FIG. 7 is a flow diagram of an example method of inspecting a tankcontaining a flammable fluid;

FIG. 8 is a flow diagram of an example method of inspecting a tankcontaining a flammable fluid;

FIG. 9 is a block diagram illustrating an architecture for a computersystem that can be employed to implement elements of the systems,methods and apparatus described and illustrated herein, including, forexample, the systems and apparatus depicted in FIGS. 1-4, and themethods depicted in FIGS. 5-8.

DETAILED DESCRIPTION

Following below are more detailed descriptions of various conceptsrelated to, and implementations of, systems, methods and apparatus forinspecting a tank containing a flammable fluid. The various conceptsintroduced above and discussed in greater detail below may beimplemented in any of numerous ways.

This technology is directed to systems, methods and apparatus forinspecting a tank containing a flammable fluid. The system can includean autonomous vehicle having a propeller, battery and control unit. Thevehicle, using the control unit, can be self-contained and autonomouslyinspect the tank. For example, a winch can lower the vehicle into thetank using a cable. While the vehicle is being lowered through the vaporlayer over the flammable fluid, the vehicle can remain in a powered offstate. The vehicle can include a mechanical pressure switch that detectswhen the vehicle has been submerged to a predetermined depth into thefluid, and then powers on the vehicle responsive to being submerged tothe desired depth. The winch can lower the vehicle to the tank floor, atwhich point the winch or vehicle can detect that the vehicle is incontact with the tank floor and disengage the cable from the vehicle.Upon being lowered into the flammable fluid in the tank, the vehicle canbe disconnected from systems or components external to the tank. Thecontrol unit of the vehicle can command the propeller to move thevehicle through the flammable fluid in the tank. While moving throughoutthe tank, the control unit, using a ranging device, can generate a mapof the tank. The control unit can inspect the tank using an inspectiondevice, and store the collected data. The control unit can associate thedata from the inspection device with a position or location on thegenerated map of the tank. By analyzing the collected data, the systemcan determine the integrity of the tank, such as the thickness of thetank floor, or the level of corrosion of the tank floor.

Thus, systems, methods and apparatus of this technical solution canperform a tank inspection without emptying or draining a flammable fluidfrom the tank prior to inspecting the tank, thereby improving theefficiency and safety of the tank inspection process, saving time, andutilizing fewer resources. By performing the tank inspection withoutemptying the flammable fluid, the technology allows for more frequenttank inspections, which can facilitate early detection of tank failures,a more accurate prediction of when the tank may fail, a forecast of thepredicted tank integrity.

Referring now to FIG. 1, a block diagram of an example system to inspecta tank containing a flammable fluid, in accordance with animplementation, is shown. The system 100 can include a vehicle 101 andan autonomous tank inspection system 102 for performing an autonomoustank inspection. The autonomous tank inspection system (“ATIS”) 102 caninclude at least one control unit 104, at least one battery 114, atleast one sensor 116, at least one propeller 118, at least one rangingdevice 120, at least one inspection device 122, at least one latchmechanism 124, or at least one vehicle resource repository 126. Thevehicle resource repository 126 can store software or data associatedwith the vehicle, including programs, instructions, or data collected bysensors 116. The ATIS 102 can include hardware or a combination ofhardware and software, such as communications buses, circuitry,processors, communications interfaces, among others. The autonomous tankinspection system 102 can reside on or within a corresponding vehicle101.

Each of the components of the ATIS 102 can be implemented using hardwareor a combination of software and hardware. Each component of the ATIS102 can include logical circuitry (e.g., a central processing unit orCPU) that responds to and processes one or more instructions fetchedfrom a memory unit (e.g., memory, storage device, or vehicle resourcerepository 126). Each component of the ATIS 102 can include or use amicroprocessor or a multi-core processor. A multi-core processor caninclude two or more processing units on a single computing component.Each component of the ATIS 102 can be based on any of these processors,or any other processor capable of operating as described herein. Eachprocessor can utilize instruction level parallelism, thread levelparallelism, different levels of cache, etc. For example, the ATIS 102can include at least one logic device such as a computing device orserver having at least one processor.

The components or elements of the ATIS 102 can be one or more separatecomponents, a single component, or a part of the ATIS 102. For example,the control unit 104 (or the other components of the ATIS 102) caninclude one or more combinations of hardware and software, such as oneor more processors configured to initiate stop commands, initiate motioncommands, and transmit or receive timing data. The one or morecomponents can work individually external to the ATIS 102.

The one or more component of the ATIS 102 can be hosted on or within avehicle 101. The components of the ATIS 102 can be connected orcommunicatively coupled to one another. The connection between thevarious components of the ATIS 102 can be wired or wireless, or anycombination thereof.

The vehicle 101 can include the autonomous tank inspection system(“ATIS”) 102 to inspect the tank containing a flammable fluid. Thevehicle 101 can include an actuator that locks or unlocks a latch usinga latch mechanism 124. The vehicle 101 can include a transducer totransmit a plurality of acoustic signal. The vehicle 101 can beconstructed using one or more materials including steel, stainlesssteel, aluminum, iron, glass, rubber, plastic, or titanium. The vehicle101 can include one or more wheels and one or more propellers. Thewheels can be constructed with one or more materials similar to thevehicle 101. The wheels can be designed as standard/fixed wheel,orientable wheel, ball wheel, Omni wheel, Mecanum wheel, or continuoustrack. The vehicle 101 can perform one or more tasks by the control unit104. The tank, the flammable fluid, or the cable can be referred to inFIG. 2A-B or FIG. 3.

In some implementations, the vehicle 101 can be connected to a cableusing a latch mechanism 124, which can be used to lower the vehicle 101through an opening of the tank through a vapor layer within the tank andon top of the flammable fluid. The vehicle 101 can disengage the cablesubsequent to the vehicle at least partially submerged in the flammablefluid. The vehicle 101 can then be sealed in the tank, responsive toremoving the cable from the tank and closing the lid of the tank. Thevehicle 101 can initiate and perform a tank inspection process 134, viathe control unit 104, under battery 114 power.

In some implementations, the vehicle 101 can include one or morepropellers 118 which can be driven by a motor, but not include anywheels. The wheels may be absent from the vehicle 101 because the one ormore propellers can propel or move the vehicle 101 through the flammablefluid in the tank. The vehicle 101 can include one or more wheels drivenby a motor. In some cases, the vehicle 101 can include wheels but not amotor to drive the wheels. For example, the wheels may not be motordriven because the propeller 118 can propel or move the vehicle 101through the flammable fluid in the tank. The vehicle 101 can include oneor more fans (e.g. blower fan or axial fan) or heat sinks inside thebody that can cool, reduce, maintain, or otherwise manage a temperatureof physical components of the ATIS 102.

In some implementations, the vehicle 101 can operate in one or moreorientations. The orientations indicating a tilt of the vehicle 101, forexample, a 30 degrees tilt or a 180 degrees tilt (e.g. upside downorientation). The one or more wheels can be located at the front, back,side, or bottom of the vehicle, for example. The vehicle 101 can includethe one or more wheels on one or more surfaces of the vehicle 101, forexample, the wheels can be included on top of the vehicle 101 which canmove the vehicle 101 during a reverse or an upside down orientation. Thevehicle 101 can configure the one or more wheels located on the one ormore surfaces based on the orientation of the vehicle 101.

The vehicle 101 can be coated with non-flammable solution or aninsulator. The non-flammable solution or insulator can be applied byspray coating, paint coating, attachment, or sheet cover. Thenon-flammable solution can include glass, mineral wool, gypsum, ormagnesium. The insulator can include glass fiber, polyurethane, clay, orethylene propylene diene terpolymer (“EPDM”) rubber. The vehicle 101 canbe coated with linked or merged non-flammable solution and insulator toform a protected layer. The non-flammable solution and insulator can beselected based on the flammable fluid contained inside the tank. Thevehicle 101 can incorporate the protected layer for flammableenvironment, for example, the vehicle can be submerged in the tankcontaining flammable fluid. The vehicle 101 can be further coated withwater resistance solution including durable water repellent (“DWR”). Thevehicle 101 coated with DWR can be hydrophobic, which can prevent fluidfrom entering the vehicle 101. The one or more coating of the vehicle101 can be coated on the exterior of the vehicle 101 or embedded intothe vehicle 101 containing the ATIS 102. The vehicle 101 can operateunder mild environment, for example, below freezing temperature or aboveboiling temperature. The vehicle 101 can operate under submergedenvironment or on dry environment, such as to perform an in-service tankinspection by submerging the vehicle 101 under the flammable fluid, forexample. The vehicle 101 can be re-coated based on the solubility of thecoating exposed to the flammable fluid. However, in some cases, thevehicle 101 may not be coated with a non-flammable solution or insulatorand perform an in-service tank inspection due to the vehicle 101 using abattery, cable and remaining powered off as the vehicle 101 traverses avapor layer and until fully submerged in the flammable fluid.

The vehicle 101 can be constructed to prevent sparks or electrostaticdischarge. The vehicle 101 can be constructed with one or more insulatedlayers to prevent sparks or electrostatic discharge. The one or moreinsulated layers can include a spark protection layer, which can be, forexample, a rubber layer between one or more layer of steels, preventingaccidental collision between the steel layers which can cause a spark.The vehicle 101 can be equipped with a non-sparking tool or at least oneanti-static tool. The non-sparking tool can be characterized by lack offerrous metals including steel or iron, which can prevent ignition ofsparks under certain condition. The vehicle 101 and the ATIS 102 can begrounded by the anti-static tool, which can prevent static electricitybuild up to cause an ignition. The vehicle 101 can equip thenon-sparking tool or the anti-static tool to operate inside the tankcontaining the flammable fluid, which can prevent the vehicle 101 fromigniting sparks caused by grinding one or more vehicle 101 layers or thebuilding up of electrostatic discharge caused by the battery 114supplying power to the ATIS 102, for example. The vehicle 101 caninclude housing for the one or more components of the ATIS 102, whichcan be constructed using similar materials to the vehicle 101. However,grounding the vehicle to a launch and recovery cable at the time ofdeployment or retrieval may sufficiently discharge any electrostaticcharge, and the vehicle 101 may not be further constructed withinsulation layers or other coatings or layers to mitigate sparks.

The vehicle 101 can be powered off or enter a low power state or standbystate as the vehicle crosses the vapor layer (or vapor gap) above thesurface of the flammable fluid. The vehicle 101 can power on or enter anactive state after the vehicle is fully submerged (or at least partiallysubmerged) in the flammable fluid. For example, the vehicle 101 canremain powered off until the vehicle 101 is a certain threshold distanceunder the surface of the flammable fluid (e.g., 1 meter, 2 meters, 3meters, 4 meters or more). The vehicle 101 can be configured with apressure switch that can automatically power on the vehicle responsiveto detecting that the vehicle 101 has been fully submerged by thethreshold distance.

The vehicle 101 can operate under dense flammable environment. The denseflammable environment can include ethanol, gasoline (petrol), diesel,oil, or jet fuel. The vehicle 101 can maintain a temperature lower thanan ambient temperature, an autoignition temperature, or a flash point.The autoignition temperature can indicate a temperature point at which asubstance can be ignited in normal atmosphere without an external sourceof ignition. The flash point can indicate the lowest temperature atwhich vapors of the material will keep burning after an ignition sourceis removed. For example, gasoline can include an autoignitiontemperature of 280 Celsius and a flash point of 43 Celsius. The vehicle101 can use a temperature sensor of the ATIS 102 to indicate thetemperature of the vehicle 101, such that the vehicle 101 can initiatean operation condition upon the temperature exceeding certain threshold,for example. The operation condition can lower the speed of thepropeller 118, pause the vehicle 101, or stop the vehicle 101 operation.The vehicle 101 can determine the speed of the propeller 118 orinspection time, based on the density of the dense flammableenvironment. For example, a vehicle submerged in gasoline can determinea first speed of one or more propellers configured for a density of 750kg/m³, and a second vehicle similar to the first vehicle submerged indiesel can determine a second speed, faster than the first speed, of oneor more propellers configured for a density of 830 kg/m³.

The vehicle 101 can monitor the temperature of the vehicle 101 in orderto facilitate safely traversing the vapor layer. The vehicle 101 mayallow or tolerate a higher temperature when fully submerged in theflammable fluid as compared to when the vehicle 101 traverses the vaporlayer located above the flammable fluid during deployment or retrievaloperations. For example, the vehicle 101 can allow or tolerate atemperature that may be higher than the flash point of the flammablefluid in the tank while the vehicle 101 is fully submerged in theflammable fluid. However, as the deployment process initiates, thevehicle 101 can reduce or otherwise control the temperature of thevehicle 101 such that the temperature of the vehicle 101 falls below athreshold or desired temperature prior to the vehicle 101 traversing thevapor layer during retrieval. In some cases, the vehicle 101 canmaintain the temperature of the vehicle 101 below the flash point of thevapor gap or vapor layer even while the vehicle is fully submerged. Insome cases, the vehicle 101 can

The vehicle 101 can determine, based on the control unit 104 using adiagnostic program 138, a malfunction of one or more components of theATIS 102, which can be based on a signal received from the components ora discontinued electrical signal to the components. The vehicle 101 canfurther determine to use a different component, based on themalfunctioned components, to continue inspecting the tank, for example,the vehicle 101 can determine, based on a malfunctioned propeller 118due to the propeller 118 not receiving power, to continue the tankinspection using the one or more wheels to drive the vehicle 101, if thevehicle 101 is configured with a propeller 118 and wheels, for example.

The battery 114 can provide power to the vehicle 101 and the componentsof the ATIS 102. The battery 114 can be embedded into or attached on tothe vehicle 101. The battery 114 can include a rechargeable ornon-rechargeable type including an alkaline battery, a nickel-cadmiumbattery, a nickel-metal hydride battery, a lithium-ion battery, or alead-acid battery. The battery 114 can be recharged using an interface106 of the control unit 104 of the ATIS 102. The vehicle 101 or battery114 can be equipped with a temperature sensor. The temperature sensorcan determine the temperature of the battery 114, which can indicate athermal dissipation of the battery 114. The vehicle 101 or ATIS 102 canuse the measured or detected temperature of the battery 114 to initiateor change an operation condition associated with the vehicle 101, ATIS102, tank inspection process or proper control program. Operationconditions can include, for example, an exit condition, waitingcondition, low power state, cooling state, or high performance state.For example, the diagnostic program 138 can access the temperatureinformation of the battery 114 and initiate the cooling state based onthe temperature reaching a threshold temperature set by the ATIS 102 orinitiate the wait condition based on the temperature exceeding thethreshold temperature by a predetermined amount. The predeterminedamount can be configured prior to the vehicle 101 initiating the tankinspection process 134.

The battery 114 can be embedded inside a housing, which can beconstructed with materials similar to the vehicle. The battery 114 candissipate heat to the housing, such that the housing can dissipate theheat of the battery 114. The housing of the battery 114 can include atemperature sensor, which can indicate the temperature of the housing.The housing temperature can be used to initiate or change an operationcondition upon exceeding a temperature threshold of the diagnosticprogram 138. The temperature threshold can be determined or set based onthe type of flammable fluid, such as ethanol, gasoline (petrol), diesel,or jet fuel, a dimension of the tank, the construction of the vehicle101, or a location of the tank.

The battery 114 can provide an indication of power available to thecontrol unit 104, which can be used by the diagnostic program 138. Theindication of power available can be used to determine an operationcondition by the diagnostic program 138 of the control unit 104. Forexample, the power available can be used to determine a speed setting ofthe propeller 118, such that the ATIS 102 operates on high performancestate prior to reaching a first power threshold, operates on low powerstate based on reaching the first power threshold, or execute the exitcondition based on the power available reaching a second power thresholdlower than the first power threshold.

The sensors 116 can include a proximity sensor, touch sensor,accelerometer, angular rate sensors, gyroscopes, speed sensor, torquesensor, pressure sensor, temperature sensor, light sensor, electricalcharge sensor, electrical current sensor, electrostatic sensor, positionsensor, tilt sensor, pitch, roll and heading sensor, or odometer. Thesensors 116 can be connected to the battery 114. The sensors 116 can beattached to the vehicle 101 or embedded inside the vehicle 101 such asin front, back, above, side, or underneath the vehicle 101. The sensors116 can collect one or more information of the vehicle 101 or the ATIS102 including vehicle speed, propeller torque, component temperature,vehicle travel distance, or vehicle touch information. The vehicle 101can determine the vehicle state (e.g., accelerations, angular rate,attitude and heading, depth, or position). The sensors 116 can providedata or measurements to the navigation unit 110, which can determine thestate of the vehicle 101 (e.g., accelerations, angular rate, attitudeand heading, depth, or position).

The vehicle 101 can include a pressure switch 140. The pressure switchcan be designed, constructed or configured to close an electricalcontact when a certain set fluid pressure has been reached on its input.The pressure switch 140 can be configured to make contact either onpressure rise or pressure fall. The pressure switch 140 can detectmechanical force. The pressure switch 140 can be configured with varioustypes of sensing elements to detect or sense pressure. For example, thepressure switch 140 can include a capsule, bellows, Bourdon tube,diaphragm or piston element that deforms or displaces proportionally toapplied or detected pressure. The pressure sensing element of thepressure switch 140 can be arranged to respond to a difference of twopressures. The resulting motion can be applied directly, or throughamplifying levers, to a set of switch contacts to power on the vehicle101 or control unit 104 by closing an electronic circuit between thecontrol unit 104 and the battery 114.

The pressure switch 140 can be configured to operate in flammable fluidby having an enclosure to prevent an arc at the contacts from ignitingthe surrounding gas. The switch enclosure can be formed of a materialthat can be non-flammable, weatherproof, corrosion resistant, orsubmersible.

The pressure switch 140 can close an electrical contact to power thecontrol unit 104 responsive to detecting a threshold pressure. Thethreshold pressure can correspond to the vehicle 101 being submerged atleast 1 meter, 2 meters, 3 meters or more in a fluid. The pressureswitch 140 can be designed, constructed or operational to detect thedepth based on a known density of the fluid. The pressure can bedetermined based on P=height*density*acceleration of gravity. Thethreshold pressure can be set based on determining the desired depth atwhich the control unit 104 is to be powered on (e.g., 1 meter, 2 meters,3 meters, or more), the density of the fluid (e.g., 0.7 kg/m³, andgravity (e.g., 9.8 m/s²). The pressure switch 140 can be configured topower on the control unit 104 responsive to detection of the thresholdpressure.

The sensors 116 of the vehicle 101 can include a fuel level sensor. Insome cases, the vehicle 101 can derive or determine the fuel level viaan external fuel level sensor or by not using a separate fuel levelsensor. For example, the vehicle 101 can derive the fuel level based onits depth and altitude above the floor. In another example, the vehicle101 can receive the fuel level information from an external source(e.g., checking the mechanical level gauges installed in or on a tank)prior to deployment into the tank the mechanical level gauges usuallyinstalled in tanks. The vehicle 101 can determine the fuel level basedon the density of the flammable fluid, the pressure sensor in thevehicle, and an acoustic speed sensor (which can provide altitude abovethe floor). The vehicle 101 can determine the depth and altitude basedon the pressure, which can indicate the liquid level. In some cases, thevehicle 101 can determine the fuel level from a gauge configured on thetank.

The information identified by the sensor 116 can be stored in thecollected data 132 within the vehicle resource repository 126, which canbe accessed by the control unit 104. The sensor 116 can perform anoperation by the control unit 104. The operation can include sensorselection, sensor initiation, or sensor deactivation. The sensorselection can select a sensor 116 from multiple sensors based on one ormore commands to be executed by the control unit 104. The sensorinitiation can activate at least one sensor 116 to perform the one ormore commands, and the sensor deactivation can deactivate at least onesensor 116 upon completing the one or more commands. For example, sensorinitiation and deactivation can include selecting the proximity sensorto identify obstruction within the tank for collision avoidance,activating the sensor 116 to obtain proximity data of the tank, anddeactivating the sensor 116 upon storing the collected data in the datarepository, indicating completion of the one or more commands.

The sensors 116 information can configure or determine a plurality ofsettings for one or more components of the ATIS 102, for example, usingthe temperature sensor to determine an operation condition of thevehicle 101. The temperature sensor can be included in or on the battery114, the propeller 118, or one or more portions of the vehicle 101 todetermine the temperature information, wherein the temperatureinformation can be stored in the collected data 132. The temperaturesensor can detect changes in temperature based on changes in the one ormore substances of the temperature sensor, the changes in the substancecan be an expansion or contraction of mercury inside the sensor 116container. The temperature information can be accessed by the controlunit 104 executing the diagnostic program 138 to determine an operationcondition of the one or more components of the system 100. Thediagnostic program 138 can determine to change the operation conditionbased on the temperature reaching a first threshold, or to initiate theoperation condition based on the temperature reaching a secondthreshold, for example, the diagnostic program 138, initiating the lowpower state, decrease the propeller speed based on the temperature ofthe battery 114 reaching the first threshold and initiate the exitcondition to stop the vehicle 101 from executing a command based on thebattery 114 reaching the second threshold.

The sensors 116 and the ranging device 120 provide data used by thenavigation unit 110 to determine the position of vehicle 101 as it movesalong its desired path in the tank 202. The navigation unit 110 candetermine or configure the navigation path using the sensors 116. Theproximity sensor can be attached or embedded in front of the vehicle 101to detect nearby object for collision avoidance without physical contactwith the object. The proximity sensor can emit an acoustic beam or beamof electromagnetic radiation (e.g., a laser range finding system), andmeasure travel time to determine the present of one or more objects,which can be referred to as one or more targets. For example, thenavigation unit 110, based on the proximity sensor detecting obstructionin close proximity of the vehicle 101, can responsively maneuver thevehicle 101 to avoid collision. A combination of measurements fromsensors 116 and the ranging device 120 can be used to determine thevehicle's position over time and generate a map of the tank. Forexample, the ranging device 120 can determine the position of thevehicle 101 relative to the side of the tank. The ranging device 120 canuse sensors 116, or other sensors, for dead reckoning (e.g., the processof determining the position of the vehicle 101 by estimating thedirection and distance traveled). In some cases, the sensor 116, such asthe odometer, can be used to determine total distance traveled by thevehicle 101. The total distance can be used to generate a map of thetank, determine an operation efficiency of the tank inspection,determine a resource utilization value of the tank inspection, or anamount of power consumed by the vehicle 101 during the tank inspectionprocess. The sensor 116, such as an electrical current sensor, can beused to determine a state of the latch mechanism 124 of the vehicle 101coupling a cable to the vehicle 101. The state of the latch mechanism124 can indicate the engagement of the cable to the vehicle 101, whichcan be based on the flow of current of the latch mechanism 124 detectedby the sensor 116. The sensor 116 can detect a first state of the latchmechanism 124 and a second state of the latch mechanism 124 of thevehicle 101 in the flammable fluid. For example, the first state can bethe connected state of the latch mechanism 124 and the second state canbe the disconnected state of the latch mechanism 124.

The sensors 116 can provide fuel level information using the fuel levelsensor embedded in or on the vehicle 101 indicating an amount of fuelremaining in the tank during inspection. The fuel level sensor caninclude a float, an actuating rod, and a resistor, which can provide asignal indicating the amount of fuel in residing in the tank. The fuellevel sensor on the vehicle 101 can provide information to determine asubmersion level of the vehicle 101. The submersion level can be used bythe control unit 104 to initiate the diagnostic program 138. The fuellevel sensor can be used to determine or configure an operationcondition based on the tank dimension. The sensors 116 can determine thetilt information using the tilt sensor, indicating the orientation ofthe vehicle 101. The tilt sensor can be used by the control unit 104 toprevent disorientation of the vehicle 101. Disorientation can refer tothe vehicle 101 being upside down, or otherwise oriented in an incorrector erroneous direction.

The propeller 118 can include a controllable-pitch propeller, skewbackpropeller, modular propeller, or Voith Schneider propeller. Thepropeller 118 can be connected to the battery 114. The propeller 118 canuse the one or more sensors 116 to determine one or more propellerinformation including a propeller speed, a propeller torque, or apropeller motor temperature. The propeller information can be storedwithin the collected data 132 of the vehicle resource repository 126.The propeller 118 can execute one or more commands by the navigationunit 110 of the control unit 104 using the propeller control program 128stored in the vehicle resource repository 126, which can be based on anexecution of a diagnostic program 138. The control unit 104 can increaseor decrease the speed of the propeller 118 to adjust the vehicle 101speed, or change the orientation of the propeller 118 to adjust thedirection of the vehicle 101. The control unit 104 can adjust the speedor orientation of the vehicle responsive to or based on the results ofexecuting the diagnostic program 138, or a location of the vehicle 101on the map of the tank. In some cases, the control unit 104 can disableor turn off the propeller 118 responsive to the results from executingdiagnostic program 138. For example, the diagnostic program 138 canidentify a failure of a component or an undesired operating condition.The control unit 104, based on the failure or operating condition, candetermine not to provide power to the propeller 118. Instead, thecontrol unit 104 can determine to re-run the diagnostic program 138 oneor more times until a satisfactory operating condition has beendetected.

The propeller 118 can be used to rotate or move the vehicle 101 throughthe flammable fluid in the tank in one or more directions based on thenavigation unit 110 using the propeller control program 128. Thepropeller 118 can be configured with an operation condition to increaseor decrease the propeller speed. In some cases, the propeller 118 can beconfigured by the diagnostic program 138 to operate in a low power statebased on the amount of power or energy remaining in the battery 114. Thepropeller 118 can operate in a cooling state, based on the temperatureinformation of the battery 114 or the propeller 118. In some cases, thecontrol unit 104 can be configured with a wait condition in which thecontrol unit 104 pauses the propeller 118 responsive to a condition(such as heat buildup or a buildup in electrostatic charge as detectedby a sensor 116).

The ranging device 120 can include a bump sensor, infrared sensor,ultrasonic sensor, laser sensor, or radar sensor. The ranging device 120can be controlled, instructed or managed by the mapping unit 108 of thecontrol unit 104 to execute one or more mapping commands. The rangingdevice 120 can be connected to the battery 114. The ranging device 120can provide data to the mapping unit 108 to generate or update a map ofthe tank based on information from the one or more components of theranging device 120. The ranging device 120 can collect data used togenerate or update the map of the tank based on the vehicle 101traversing a plurality of portions of the tank. The ranging device 120can determine, maintain, or update a position of the vehicle 101. Theranging device 120 can be configured by the mapping unit 108 of thecontrol unit 104, for example, to update the position of the vehicle101. The map of the tank generated by the ranging device 120 can beincluded, stored, maintained, and updated within a tank map 130 of thevehicle resource repository 126. The mapping unit 108 can useinformation obtained from any sensors 116 or other sources to generatethe map, including, but not limited to, for example the ranging device120 and sensors 116.

The ranging device 120 can include or use the radar sensor to measuredistance between the vehicle 101 and the enclosure of the tank usingradio waves with an antenna. The antenna can transmit the radio wavesand receive a reflection of the radio waves, the reflection of the radiowaves can indicate the enclosure of the tank, which can indicate thedimension of the tank. The dimension of the tank can be stored withinthe tank map 130. The ranging device 120 can use the ultrasonic sensorto measure the distance between the vehicle 101 and the enclosure of thetank. The ultrasonic sensor can include an ultrasonic element for bothemission and reception of ultrasonic waves, the ultrasonic element canemit the ultrasonic waves, initiate a timer, receive the ultrasonicwaves, and stop the timer. The ultrasonic sensor can execute a distancemeasurement technique to determine the distance between the vehicle 101and the enclosure of the tank. The ranging device 120 can generate thetank map 130 based on acoustic waves reflected off one or more portionsof the tank, the acoustic waves generated by the one or more rangingdevice 120 sensors.

The inspection device 122 can include a magnetic sensor, a magneticsensor array, an ultrasonic sensor, an ultrasonic array system, anultrasonic phased array system, or a sweeping device. The inspectiondevice 122 can be connected to the battery 114. The inspection device122 can be configured by the inspection unit 112 of the control unit 104to execute one or more commands. The inspection device 122 can inspectthe tank to make quality metric measurements, such as measurementsrelated to the thickness or level of corrosion of a portion of the tank.The inspection device 122 can initiate a tank inspection process 134 tomake quality metric measurements for portions of the tank. The tankinspection process 134, which can be retrieved from the vehicle resourcerepository 126, which can be subsequent to the generation of a portionof a tank map 130. The tank inspection process 134 can be based on theresult of the diagnostic program 138. The ATIS 102 can store theinspected portion of the tank within the tank map 130 in the vehicleresource repository 126. The inspection device 122 can determine aquality metric 136 of a portion of the tank. The quality metric 136 caninclude or indicate the thickness of a portion of the tank, or a levelof corrosion of a portion of the tank. The vehicle 101 can determine andstore the quality metric 136 in the vehicle resource repository 126. Theinspection device 122 can execute the inspection process 134 responsiveto identifying that a portion of the tank map 130 has not yet beeninspected. The inspection device 122 can, however, determine not toexecute the inspection process 134 responsive to identifying that theportion of the tank map 130 has already been inspected, thereby reducingcomputing and energy resource consumption by the vehicle 101.

The inspection device 122 can use the magnetic sensor or magnetic sensorarray to determine the thickness of the tank floor. The magnetic sensorcan include one or more coils or one or more conductors that cangenerate a magnetic field. The inspection device 122 can induce loops ofelectric current at one or more portions of the tank corresponding to afirst position of the vehicle 101 on the tank map 130 (e.g., asillustrated in FIG. 3). The position can refer to a region, area orsection of the tank. The control unit 104 can provide instructions orcommands to the inspection device 122 to cause the inspection device 122to modify the magnitude, intensity, or duration of the magnetic fieldgenerated by the conductors. For example, the control unit 104,executing the inspection process 134, can generate control commands andoutput the commands to the inspection device 122.

The inspection device 122 can detect or measure values corresponding tothe induced loops of electric current at the one or more portions of thetank. The measured values can correspond to a property of the magneticfield, such as a magnitude, intensity, or decay time, and can be storedin the collected data 132 of the vehicle resource repository 126. Thecontrol unit 104 can receive the detected or measured values from theinspection device 122, and process the values to determine a qualitymetric. The control unit 104 can store the received values as collecteddata 132 for future processing by the ATIS 102 or an external dataprocess system. To process the values, the inspection unit 112 can use athickness table (e.g., stored in the vehicle resource repository 126) toconvert the measured values associated with the magnitude field to tankfloor thickness, which can be stored in the quality metric datastructure 136.

The vehicle 101 can include a sweeping device to remove debris thatmight negatively affect measurements related to the quality metric. Forexample, the sweeping device can remove substances between the tankenclosure and the inspection device 122 (or sensors 116). The vehicle101 can measure values after sweeping to obtain an accurate measurement.The vehicle 101 can measure values before and after sweeping todetermine the variation or impact on the measurement caused by thedebris.

The inspection device 122 can generate pulsed eddy currents to determinethe quality metric 136. The inspection device 122 can include a pulsededdy currents probe to determine a thickness or a corrosion of the tankfloor using the pulsed eddy current. The magnetic field can penetratethrough the one or more layers or constructions of the tank floor andstabilize in the layer of the tank floor. The electrical currentgenerated by the inspection device 122 can be disabled to cause a dropin the magnetic field, which results in eddy currents appearing in thelayers of the tank floor and decreasing strength over time. The pulsededdy currents probe can be used to monitor the decay in eddy current,the decay can determine the thickness of the tank floor. The electricalcurrent magnitude in a given loop can be proportional to the strength ofthe magnetic field, the area of the loop, and the rate of change offlux, and inversely proportional to the resistivity of a material.

In some implementations, the inspection device 122 can generate arrayeddy currents along an array of coils to determine the quality metric136 at a portion of the tank corresponding to a second position of thevehicle 101 on the tank map 130. The second position can be referred toin FIG. 3. An alternating current can be injected into the coil of theinspection device 122 to create a magnetic field. The inspection device122 can be placed over the tank floor to generate one or more opposedalternating current. The inspection device 122 can then determine a flawor corrosion of the tank floor based on the measured distortion of theopposed alternating current.

The inspection device 122 can include an ultrasonic array system orultrasonic phased array system to determine a second quality metric 136at the portion of the tank corresponding to the first position of thevehicle 101 on the tank map 130. The second quality metric 136 can besimilar to, or different from, the first quality metric 136. Theultrasonic phased array system can include ultrasonic transducers, whichcan be pulsed independently using computer-calculated timing. Pulsingthe ultrasonic transducers can result in steering a beam generated bythe ultrasonic transducers to scan the portions of the tank. In someimplementations, the inspection device 122 can include two differenttechnologies to generate the quality metric 136 at the portion of thetank. For example, the inspection device 122 can determine a thicknessof the tank floor using eddy currents information and a thickness of thetank floor using the ultrasonic phased array information. This allowsthe vehicle 101 to take advantage of the complementarity of the twotechnologies. For example, eddy current technology can provide betterresults compared to ultrasonic technology in the presence of residualsediment after the brush cleans the floor, or in the case the tank floorinside the tank (e.g., topside) is corroded corrosion. Ultrasonic canprovide better results as compared to eddy current technology when thefloor has been sufficiently cleaned by the brush and is primarilyaffected by pitting. In some cases, one technology may consume morebattery power than another technology, so the vehicle 101 can select alower power technology in the event the battery level is low in order toprolong the inspection. Thus, the inspection device can include at leasttwo different types of sensors, and select, based on a conditionassociated with the portion of the tank corresponding to the firstposition of the vehicle on the map, one of the at least two differenttypes of sensors to inspect the portion of the tank.

The latch mechanism 124 can include a latch detection sensor or a latchlock. The winch can be located external to the tank. The latch mechanism124 can be connected to the battery 114. The latch detection sensor candetermine a state of the latch mechanism 124. The state of the latchmechanism 124 can include a connected state or a disconnected state ofthe cable 212. The latch mechanism 124 state can indicate theconnectivity of the latch, which can be based on a presence or anabsence of the latch provided to the control unit 104. The latchdetection sensor can include circuitry to determine a latch connectionbased on an indication of continuous electrical signal. The continuouselectrical signal can be provided based on a closed loop connection,which can indicate a connected state of the latch. The disconnection ofthe latch can be determined based on an absence of the continuouselectrical signal. The latch mechanism 124 can be configured by thecontrol unit 104 to execute one or more commands, such as lowering thevehicle 101, by the winch unreeling the cable, into the tank containingthe flammable fluid. FIGS. 2A-2B depict an example winch. The latchmechanism 124 can determine to remove the cable from the tank,subsequent to deploying the vehicle 101, for example, reeling the cablesubsequent to disengaging the cable from the vehicle 101 to remove thecable form within the tank using the winch. The latch mechanism 124state can be used by the control unit 104 to determine that a cable usedto lower the vehicle into the tank containing the flammable fluid isdetached from the vehicle 101. The indication of the detached cable canbe provided to the control unit 104 to command the propeller 118 to movethe vehicle 101 through the flammable fluid. The latch mechanism 124 canmaintain or update the latch mechanism 124 state in the collected data132 of the vehicle resource repository 126. The latch mechanism 124 cantransmit an acknowledgement to the control unit 104 to execute thediagnostic program 138 based on the disconnection of the latch.

The latch mechanism 124 can couple the cable to the vehicle 101 to lowerthe vehicle 101 into the flammable fluid in the tank using a winch. Insome implementations, the latch mechanism 124 can couple the cable tothe vehicle 101 to lift the vehicle 101 from the flammable fluid in thetank. The latch mechanism 124 can disengage the cable, based on thevehicle 101 lowered into the tank. The latch mechanism 124 can be lockedor unlocked by an actuator of the vehicle 101 connected to the battery114, the actuator can be configured by the control unit 104. Theactuator can unlock the latch mechanism 124 to disengage the cablesubsequent to the vehicle 101 lowered into the flammable fluid. Thelatch mechanism 124 can re-engage the cable to couple the cable to thevehicle 101 based on an exit condition indicated by the inspectionprocess 134, or the diagnostic program 138. The latch mechanism 124coupling the cable to the vehicle 101 can be controlled by the controlunit 104 based on a state of the cable. The latch mechanism 124 statecan be used by the control unit 104 to decouple the cable from thevehicle 101 in the flammable fluid based on a first state of the latchmechanism 124 and a policy. The latch mechanism 124 state can be used bythe control unit 104 to command the propeller 118 to move the vehicle101 based on a second state of the latch mechanism 124.

In some implementations, the winch 210 can unreel the cable into thetank upon completion of the tank inspection process 134 comprisinggenerating the map of the tank and storing a plurality of indications ofthe quality metric 136 for the portion of the tank. The cable can thenbe re-engaged with the vehicle 101 upon unreeling the cable into thetank using the winch. The winch can then reel the cable re-engaged withthe vehicle 101 to remove the vehicle 101 from within the tank.

The vehicle resource repository 126 can include or store the propellercontrol program 128, the tank map 130, the collected data 132, the tankinspection process 134, the quality metric 136, and the diagnosticprogram 138. The propeller control program 128 can include or store oneor more propeller commands, the propeller commands can determinepropeller speed, torque, and orientation, which can adjust the vehicle101 speed, distance travel, or direction, for example. The propellercontrol program 128 can be controlled based on the result of thediagnostic program 138 or the state of the cable of the latch mechanism124. The propeller control program 128 commands can include moving thevehicle 101 through the flammable fluid in the tank. The propellercontrol program 128 can be used or updated by the navigation unit 110 ofthe control unit 104 to control the propeller 118.

In some cases, the propeller control program 128 can be configured bythe control unit 104 to operate in high performance state based on theavailable power of the battery 114 or the tank map 130 dimension. Insome cases, the propeller control program 128 can operate in low powerstate based on the available power reaching a first power threshold. Insome cases, the propeller control program 128 can initiate an exitcondition based on the available power reaching a second powerthreshold, lower than the first power threshold. In some cases, thepropeller 118 can operate in the cooling state, based on the temperatureinformation of the battery 114 or the propeller 118.

The tank map 130 can include, store, or maintain one or more maps of thetank to generate a path for tank inspection or a map data structure togenerate a map of the tank. The map data structure can be stored in thedata repository 126, which can be part of the tank inspection process134. The tank map 130 can store information collected from the rangingdevice 120, which can be configured by the inspection unit 112 of thecontrol unit 104. The tank map 130 can include or store information onthe dimension of the tank, or position information of the vehicle 101corresponding to the map. The dimension information of the tank caninclude length, width, height, or the circumference or diameter orradius, which can be used by the navigation unit 110 to set the vehicle101 speed to move in the tank or by the inspection unit 112 using thetank inspection process 134 to set the inspection speed. The tank map130 can include or store information on one or more inspected portionsor one or more uninspected portions of the map. The tank map 130 can beupdated by data received from the ranging device 120.

The collected data 132 can include or store data from the sensors 116,the propeller 118, the inspection device 122, the latch mechanism 124,or the battery 114. The sensor data can include the speed of the vehicle101, speed of the propeller 118, temperature of the vehicle 101 (orportion thereof), temperature of the propeller motor 118, temperature ofthe battery 114, the travel distance (or position, direction, orheading) of the vehicle 101, the propeller 118 torque, touchinformation, the magnetic field information, the ultrasonic sensorinformation, or the latch connection information. The collected data 132can store acknowledgement feedback from the propeller 118 as a responseto the propeller 118 receiving the control instruction. The collecteddata 32 can store inspection data obtained by the inspection device 122,including magnetic field information and the ultrasonic sensorinformation to determine a quality metric 136 of the tank enclosure. Thecollected data 132 can store diagnostic result from executing thediagnostic program 138. The diagnostic result can be used by the controlunit 104 to determine whether to initiate the tank inspection process134, disable the propeller 118 to prevent the propeller 118 from movingthe vehicle, or set a speed of the propeller 118. The collected data 132can include or store latch connectivity information to lower the vehicle101, via a cable, into the tank containing the flammable fluid, or toremove the cable from the tank, subsequent to deploying the vehicle 101.The collected data can include or store the battery informationindicating the power available in the battery 114, the power availablecan initiate the operation condition by the control unit 104.

The tank inspection process 134 can include or store a plurality ofinspection instruction, which can comprise generating the tank map 130and determining a quality metric 136 for a portion of the tankcorresponding to a location on the generated map. The tank inspectionprocess 134 can be configured or used by the inspection unit 112 of thecontrol unit 104 to initiate the inspection device 122. The tankinspection process 134 can be configured based on the result of thediagnostic program 138. The tank inspection process 134 commands caninclude sweeping instruction for removing sediment on the tank floor, ordata collection command for the inspection unit 112 to determine thequality metric 136 of a portion of the tank. The tank inspection process134 can maintain or update the inspection commands based on thecollected data 132 from the inspection device 122, one or moreuninspected portions of the tank indicated by the tank map 130, or pathof the tank inspection based on the navigation unit 110.

The control unit 104 (e.g., via an inspection unit 112) can retrieve,from the vehicle resource repository 126, a tank inspection process 134.The control unit 104 can load, execute, initiate, run or otherwiseperform the tank inspection process 134 retrieved from the vehicleresource repository 126. The tank inspection process 134 can include oneor more rules, parameters, conditions, operations, procedures, or otherinformation used to perform a tank inspection. For example, the tankinspection process 134 can include a type of tank inspection, such as anexpedient, preliminary, or efficient inspection on one or more portionsof the tank floor based on the tank map 130. The tank inspection process134 can execute a type of inspection based on the size of the tank, tankstatus, vehicle 101 status, or other condition. An expedient inspectionprocess can reduce the amount of time spent inspecting one or moreportion of the tank floor. The expedient inspection process can includeincreasing the speed at which the vehicle 101 moves through theflammable fluid within the tank, or using a wider track spacing than thelength of the inspection device such that the tank floor is not fullycovered.

In some implementations, the tank inspection process 134 can maintain orupdate a predetermined duration (e.g. 30 minutes, 1 hour, 2 hours, etc.)for tank inspection based on one or more inspection unit 112 commands.The predetermined duration can be stored in the tank inspection process134. The tank inspection process 134 can include a timer based on thepredetermined duration. The tank inspection process 134 can be initiatedthe timer based on the vehicle 101 being sealed in the tank, the timercan provide an indication to terminate the tank inspection process 134based on the timer reaching the predetermined duration (e.g. expirationof the timer).

The quality metric 136 can refer to values, measurements, ordeterminations made using collected data 132. The quality metric 136 canbe generated by applying one or more processes or techniques to thecollected data 132. The processing techniques can include, for example,a thickness measurement technique, thickness table, or corrosion levelmeasurement technique. The quality metric 136 can include or indicatecomputed thickness information which can be obtained by using the storedcollected data 132 from the inspection device 122. The quality metric136 can maintain and update one or more corrosion level corresponding tothe portion of the tank map 130 determined by the inspection device 122.The quality metric 136 can indicate the corrosion level for one or moreportions of the tank based on a plurality of tank inspection process 134performed by the vehicle 101 during a time interval. The quality metric136 can indicate the corrosion level based on a comparison between thecomputed thickness information of a first portion compared to a previousinspected thickness information of the first portion, which can be frompast inspection, or a second portion thickness information differentfrom the first portion using the thickness table. The thickness tablecan indicate the standard thickness corresponding to the tank, thestandard thickness corresponding to the original thickness of the tankprior to filling the tank with the flammable fluid. The thickness tablecan include a comparison between magnitude, intensity, or decay time ofa magnetic field to the thickness of the tank. The quality metric 136can include or store a comparison metric, identifying corrosion leveldifference between the one or more portions of the tank.

The diagnostic program 138 can include or store diagnostic instructionfor the vehicle 101. The diagnostic program 138 can include or store oneor more instructions to at least test one or more functionalities of thesensors 116, the propeller 118, the ranging device 120, the inspectiondevice 122, the latch mechanism 124, or the battery 114. The diagnosticprogram 138 can include one or more policies indicating a requiredcondition of the vehicle 101. The required condition can include thevehicle 101 at least partially submerged in the flammable fluid or asuccessful test of the one or more functionalities of the ATIS 102. Thecondition can be used by the control unit 104 to provide one or moreinstructions to the component. The diagnostic program 138 can store oneor more diagnostic results in collected data 132 of the vehicle resourcerepository 126. The diagnostic program 138 can disable the propeller 118to prevent the propeller 118 from moving the vehicle 101 from aposition.

The diagnostic program 138 can provide the one or more diagnosticresults to the control unit 104 for determining to initiate the tankinspection process 134, or to initiate the operation condition, whichcan be based on one or more condition of the ATIS 102 componentsincluding the power available in the battery 114, the state of the latchmechanism 124, the sensors 116 information, the propeller 118information, the ranging device 120 information, or the inspectiondevice 122 information. The diagnostic program 138 can detect the stateof the cable, which can indicate the connection of the cable to thevehicle 101. The operation condition can include an exit condition, await condition, a low power state, a cooling state, or a highperformance state. The exit condition can include one or more commandsto move the vehicle 101 towards a first portion of the tank map 130,reel down the cable to the vehicle 101, cause the latch mechanism 124 tore-engage the cable to couple to the cable to the vehicle 101, orterminate vehicle 101 operation. The exit condition can be based on anexpiration of a timer of the tank inspection process 134. The waitcondition can include one or more commands to hold the vehicle 101operation which can include movement and sensor activation, or initiatea countdown before executing the vehicle 101 operation. The low powerstate can include one or more commands to decrease the propeller 118speed, deactivate one or more sensors 116, or execute a quick tankinspection process 134 which can cover more portions of the tank usingthe available power of the battery 114. The cooling state can includeone or more commands to initiate the propeller 118 inside the body ofthe vehicle 101 to cool the ATIS 102, decrease execution of the ATIS102, or hold the vehicle 101 operation based on the temperature. Thehigh performance state can include one or more commands to increaseexecution of the ATIS 102 which can include activating one or moresensors 116, increasing the propeller 118 speed, or initiating acomprehensive tank inspection process 134.

The control unit 104 of the ATIS 102 can include the interface 106, themapping unit 108, the navigation unit 110, and the inspection unit 112.The control unit 104 can configure the sensors 116, the propeller 118,the ranging device 120, the inspection device 122, and the latchmechanism 124 using the interface 106, the mapping unit 108, thenavigation unit 110, or the inspection unit 112. The control unit 104can be connected to the battery 114. The control unit 104 can receive anindication of the latch mechanism 124 state from the latch mechanism124, determine that a cable used to lower the vehicle 101 into the tankcontaining the flammable fluid is detached from the vehicle 101 based onthe latch mechanism 124 state, and command the propeller 118 to move thevehicle 101 through the flammable fluid based on the cable having beendetached. The control unit 104 can command the latch mechanism 124 todecouple the cable from the vehicle in the flammable fluid based on thepolicy and the first state of the latch mechanism 124. The control unit104 can command the propeller 118 to move based on the second state ofthe latch mechanism 124, the second state different from the firststate.

In some implementations, the control unit 104 can determine to generatethe map for the tank based on the vehicle 101 being lowered in the tank.The control unit 104 can then instruct the ranging device 120 using themapping unit 108 to generate the map for the tank. The map of the tankcan be stored in tank map 130. In some implementations, the control unit104 can identify one or more uninspected portions of the tank based onan absence of indication of inspected one or more portions of the tankmap 130. The uninspected one or more portions of the tank can be flaggedby the inspection unit 112, the flag can be stored in the tank map 130.The control unit 104 can cause the propeller 118 of the vehicle 101 tomove the vehicle 101 towards the identified uninspected portion of thetank. The control unit 104 can initiate the tank inspection process 134on the uninspected portion using the inspection unit 112. In someimplementations, the control unit 104 can identify an absence of anyuninspected portions of the floor of the tank based on the tank map 130generated. The control unit 104 can then provide an indication that thetank inspection process 134 is complete using the exit condition basedon identifying the absence of an uninspected portion of the tank. Theindication of completing the tank inspection process 134 can comprise anacoustic signal or radio waves.

The interface 106 can include an LCD display, which can include hapticfeedback capability for receiving and transmitting information to thecontrol unit 104. The LCD display of the interface 106 can include agraphical user interface which can be used to configure the vehicle 101setting prior to lowering the vehicle 101 into the flammable fluid. Theinterface 106 can maintain or update processes of the mapping unit 108,the navigation unit 110, and the inspection unit 112 based on thereceived or transmitted information. The interface 106 can include oneor more ports for external connection to the ATIS 102, such as a serialport, USB port, display port, Ethernet port, or Bluetooth receiver andtransmitter. The one or more ports can be used to transfer one or moredata to or from the vehicle resource repository 126, such as thepropeller control program 128, the tank map 130, the collected data 132,the tank inspection process 134, the quality metric 136, or thediagnostic program 138. The port can be used to charge the battery 114of the vehicle 101. The interface 106 can be covered by one or morematerials for waterproofing.

The mapping unit 108 can provide one or more commands to the rangingdevice 120, which can be based on the tank map 130, the collected data132, or the tank inspection process 134. The mapping unit 108 caninitiate the map data structure stored in the data repository 126 togenerate the map of the tank using the ranging device 120. The mappingunit 108 can be connected to the battery 114. The mapping unit 108 canconfigure or instruct the ranging device 120 to collect acoustic,electromagnetic radiation, touch or other data associated with the tank.The mapping unit 108 can store the collected data and generate a map ofthe tank, which can be stored in the tank map 130 located in the vehicleresource repository 126. The mapping unit 108 can determine a firstposition of the vehicle on the tank map 130. The mapping unit 108 canreceive data from the ranging device 120 to generate or update the tankmap based on traversing a plurality of points of the tank.

The navigation unit 110 can provide one or more commands to thepropeller 118, which can be based on the propeller control program 128,the tank map 130, the operation condition based on the diagnosticprogram 138 result, or the collected data 132. The navigation unit 110can configure the propeller 118 to move the vehicle 101 through theflammable fluid in the tank from the first position to the secondposition, which can be based on the tank inspection process 134. Thenavigation unit 110 can disable the propeller 118 to prevent thepropeller 118 from moving the vehicle 101 from the second position basedon the operation condition. The navigation unit 110 can hold the vehicle101 operation before execution of the diagnostic program 138. Thenavigation unit 110 can further configure the propeller 118 speed, whichcan be based on the operation condition, or the location of the vehicle101. The navigation unit 110 can navigate the vehicle 101 to only theone or more uninspected portions of the tank based on the tank map 130.The navigation unit 110 can navigate the vehicle 101 to cover the entiretank map 130.

The inspection unit 112 can provide one or more commands to theinspection device 122, which can be based on the tank inspection process134 or the quality of the collected data 132 stored in the vehicleresource repository 126. The inspection unit 112 can identify, based onthe collected data 132 using the inspection device 122, the quality ofthe collected data 132 for the quality metric 136. The quality of thecollected data 132 can be based on the inspection device 122, themagnitude of noise obtained by the inspection device 122, or obstructionwithin the tank, for example, one or more substances covering the tankenclosure can misrepresent the thickness of the tank. The inspectionunit 112 can configure the inspection device 122 to inspect the tankbased on initiating a tank inspection process 134. The tank inspectionprocess 134 can be based on the operation condition of the diagnosticprogram 138 result.

The inspection unit 112 can determine the quality metric 136 of aportion of the tank based on the collected data 132 from the inspectiondevice 122, the quality metric 136 indicating a thickness of the portionof the tank at a vehicle 101 position. The quality metric 136 determinedby the inspection device 122 can be stored in the vehicle resourcerepository 126 accessible by the control unit 104. The inspection unit112 can update the tank inspection process 134 based on the collecteddata 132, for example, to repeat the tank inspection process 134 on oneor more portions of the tank. The inspection unit 112 can re-execute thetank inspection process 134 based on the identified quality of thecollected data 132. The inspection unit 112 can configure the inspectiondevice 122 to perform the quick inspection based on the tank map 130size, or the operation condition, for example, the inspection unit 112can initiate the quick inspection during the low power state based onthe available power of the battery 114 and the one or more uninspectedportions of the tank.

Referring now to FIGS. 2A-2B, example illustrations for inspecting atank containing a flammable fluid, in accordance with someimplementations, are shown. The system 200 can include one or morecomponent or functionality of system 100 depicted in FIG. 1. FIG. 2Aprovides a side view illustration of the tank 202. The system 200 caninclude a vehicle 101, a tank 202, or a winch 210. The vehicle 101 caninclude one or more aspects of the vehicle 101 depicted in FIG. 1. Thevehicle 101 can include an autonomous tank inspection system (“ATIS”)102 which can comprise one or more aspects depicted in FIG. 1. The tank202 can include a lid 204, a vapor layer 206, and the flammable fluid208. The tank 202 can be constructed using one or more materialsincluding metal (e.g. steel, aluminum, alloys, etc.), glass, or plastic(e.g. high-density polyethylene). The lid 204 of the tank can beconstructed using the one or more materials similar to the tank 202. Thelid 204 can be configured with a locking mechanism to prevent opening ofthe lid 204 prior to a completion of the tank inspection process 134.The lid 204 can be constructed to seal or keep the vapor layer 206within the tank 202.

Within the tank 202, and above the surface of the flammable fluid 208,there can be a vapor layer 206. The vapor layer 206 can refer to orinclude a gaseous state of the flammable fluid 208. The vapor layer 206can be internal to the tank 202 and above the flammable fluid 208. Thevapor layer 206 can be flammable. The vehicle 101 can traverse the vaporlayer 206 when the winch 210 lowers the vehicle 101 into the flammablefluid 208, or retrieves the vehicle 101 from the flammable fluid 208.

The winch 210 can include, for example, a snubbing winch, a wakeskatewinch, a glider winch, or an air winch. The winch 210 can include amotor, pulley, conveyor, engine, or other mechanism such as a gearedhand crank to haul, lift, move or transport the vehicle 101 using acable 212. The winch 210 can be positioned on the tank 202. The winch210 can include one or more component depicted in system 400 to controloperation of the winch 210. An administrator or user can control theoperation of the winch 210.

The cable 212 can include a rope, or wire. The cable 212 can include, orbe constructed with, one or more materials such as polyester, nylon,steel, rubber, plastic, cloth, alloys, or wires. To facilitate dischargeof potential static build up on the vehicle 101, the cable can beconstructed or formed of metal and grounded (e.g., on the topside of thetank).

The cable 212 can be a passive metal cable, or include a copper or fiberoptic network cable for receiving or transmitting information to or fromthe vehicle 101. The cable 212 may not provide any data transfer as thevehicle 101 is deployed and traverses the vapor layer above theflammable fluid, but may transfer data prior to deployment or subsequentto the vehicle 101 being submerged in the flammable fluid. The winch 210can use the cable 212 to lower the vehicle 101 into the tank 202, orlift the vehicle 101 from the tank 202. The cable 212 can be groundedsuch that electrostatic charge built up on the vehicle 101 may bedischarged when latching on the grounded recovery cable 212. Materialsfor the cable 212 can be selected to prevent or minimize electrostaticcharge build up, or facilitate discharge of electrostatic charge.

The winch 210 can lower the vehicle 101 into the tank 202 with a cable212. Before lowering the vehicle 101 into the tank, the lid 204 of thetank is opened or removed, thereby creating an opening in the tank 202.The lid 204 can be located on a top portion of the tank 202 such thatopening the lid 204 does not result in leakage of the flammable fluid208. For example, the lid 204 can be located on a portion of the tank202 that is above a surface of the flammable fluid 208. In some cases,the lid 204 can be temporarily submerged in the flammable fluid 208, butsubsequently opened when the level of the flammable fluid 208 fallsbelow an opening that results from opening the lid 204.

To lower the vehicle 101 into the tank 202 containing flammable fluid,the lid 204 can be opened or removed. A cable 212 is connected to thevehicle 101, which can include the ATIS 102. The vehicle 101 can includeone or more components depicted in FIG. 1, including, for example, abattery 114 and control unit 104. The cable 212 can be connected to thevehicle 101 using a latch mechanism 124 of the vehicle 101. When usingan actuator and sensor, the control unit 104 can receive, from the latchmechanism 124, an indication of the state of the latch mechanism 124.The state can indicate whether the cable 212 is connected to the latchmechanism 124 or the vehicle 101, or whether the cable 212 isdisconnected from the latch mechanism 124 or the vehicle 101. The statecan indicate a status of the latch mechanism 124, such as whether thelatch mechanism 124 is operational or broken. The control unit 104 canlock or unlock, or engage or disengage, the latch mechanism 124 based onthe state.

As illustrated in FIG. 2A, vehicle 101 is inserted into the tank 202through the opening in the tank 202 formed by removing the lid 204. Thewinch 210 can lower, via the cable 212, the vehicle 101 through a vaporlayer 206 within the tank 202 and into the flammable fluid 208. Thevapor layer 206 can be located above the flammable fluid 208. The winch210 can include or use a cable support structure 214 to guide the cable212 through the lid 204. The cable 212 can be connected to the vehicle101 via a latch mechanism 124 located on the vehicle 101. The cablesupport structure 214 can include, for example, a guide rail, conveyor,pipe, pulley, or other supporting structure.

The winch 210 can control one or more aspects related to lowering thevehicle 101 based on a state of the latch mechanism 124. For example, ifthe cable 212 is connected to the latch mechanism 124, then the state ofthe latch mechanism 124 can indicate that the cable is connected,engaged, or otherwise coupled to the vehicle 101. The state can bereflected as a binary value, such as 0 or 1, disconnected or connected,standby or active, or open or closed, for example. The latch mechanism124 can include a sensor 116 or other electronic component that candetermine the state of the latch mechanism 124. The vehicle 101 candetermine the state of the latch mechanism 124. In some cases, the winch210 can determine the state of the latch mechanism 124 based on atension of the cable 212. For example, the tension of the cable 212 maybe higher if the cable 212 is connected to the vehicle 101, as comparedto when the cable 212 is not connected to the vehicle 101. The vehicle101 can provide, or the winch 210 can receive or determine, the state ofthe latch mechanism 124. The winch 210 can determine to lower vehicle101 into the tank 202 responsive to determining or detecting that thecable 212 is connected to the vehicle 101. The winch 210 can determineto retrieve, raise, or reel up the vehicle 101 responsive to determiningor detecting that the cable 212 is connected to the vehicle 101 based onthe state of the latch mechanism 124.

FIG. 2B is an example illustration of a system inspecting a tankcontaining a flammable liquid or fluid, in accordance with animplementation. The vehicle 101 can be lowered through the vapor layer206 into the flammable liquid 208 using the winch 210 and cable 212. Amechanical pressure switch 140 located in the vehicle 101 can power-upthe vehicle 101 when the surrounding pressure is equal to or greaterthan, for example, 1 meter depth in the flammable fluid, 2 meters depth,3 meters depth or more. The latch mechanism 124 in the vehicle 101 candisengage the cable 212 after the vehicle 101 has been at leastpartially submerged in the flammable fluid 208. The control unit 104 candetermine not to disengage the latch mechanism 124 from the cable 212until the vehicle 101 is at least partially submerged in the flammablefluid 208, or not to disconnect until the vehicle 101 has come intocontact with the tank floor. The control unit 104 can determine that thecable 212 used to lower the vehicle 101 into the tank 202 containing theflammable fluid 208 is detached from the vehicle 101 based on thedisconnected state of the latch mechanism 124.

As illustrated in FIG. 2B, the winch 210 can remove the cable 212 fromthe tank 202. The winch 210 can remove the cable 212 from the tank 202responsive to the cable 212 disengaging from the latch mechanism 124 ofthe vehicle 101. The winch 210 can determine to remove the cable 212from the tank 202 based on the disconnected state. After the cable 212has been removed from the tank 202, the lid 204 can close the opening inthe tank used to lower the vehicle 101. The lid 204 can seal the tank,thereby preventing the release of any vapor from the vapor layer 206, orthe flammable fluid 208. By closing the lid 204, the vehicle 101 can besealed in the tank 202 without being connected to the winch 210 or anyother component or system external to the tank 202. For example, thevehicle 101 may not be physically coupled or connected to any system orcomponent external to the tank 202. The vehicle 101 may not becommunicatively coupled to any system or component external to the tank202 via a cable 212 or wire.

In some implementations, the winch 210 can determine to remove the cable212 from the tank 202 based on a sensor 116, such as a mechanical forcesensor, on the cable 212 indicating a disconnection of the latchmechanism 124 from the cable 212. The sensor 116 on the cable 212 candetermine the vehicle 101 was lowered into the flammable fluid 208 basedon the difference of forces measured by the sensor 116. For example, thesensor 116 can measure a 1000N force prior to lowering the vehicle 101into the tank, measure a 50N force when the vehicle 101 is fullysubmerged in the flammable fluid 208 prior to reaching the tank 202floor, and measure a 10N force when the vehicle 101 rests on the tank202 floor. Once the latch mechanism 124 detaches the vehicle 101 fromthe cable 212, the force measure by the force sensor 116 goes to near 0.The winch 210 can then determine, based on the difference between theforces measured by the sensor 116, to reel up the cable 212 based on thevehicle 101 being at least partially submerged and detached from thecable 212 in the flammable fluid 208 or the vehicle 101 resting on thetank 202 floor and detached from the cable 212. The winch 210 canfurther determine to remove the cable 212 from the tank 202 based on atimer. The timer can be predetermined based on a historical data 420indicating a time for the vehicle 101 to be lowered into the tank 202and disconnect the cable 212 from the latch. The historical data 420 canbe referred to in FIG. 4.

The vehicle 101 can perform the tank inspection process 134 using powerprovided by the battery 114. The battery 114 can provide power to one ormore component of the vehicle 101, including, for example, the controlunit 104, sensors 116, propeller 118, ranging device 120, inspectiondevice 122, latch mechanism 124 or data repository 126. The control unit104 can execute a tank inspection process 134 to inspect the tank. Thetank inspection process 134 can include instructions to generate a mapof the tank 202 or to determine a quality metric 136 for a portion ofthe tank 202 corresponding to a location of the generated tank map 130.The control unit 104 can perform or execute the one or more instructionsof the tank inspection process 134 when the vehicle 101 is at leastpartially submerged, or fully submerged, in the flammable fluid 208. Thecontrol unit 104 can determine not to perform the tank inspectionprocess 134 based on the state of the latch mechanism 124. For example,if the state of the latch mechanism 124 indicates that the cable 212 isstill connected to the vehicle 101, the control unit 104 can determinenot to initiate the tank inspection process 134, or otherwise abort orterminate the tank inspection process 134.

The control unit 104 can determine to not initiate, abort or terminatethe tank inspection process if the lid 204 of the tank is open. Thecontrol unit 104 can receive an indication of whether the lid 204 isopen or closed, or otherwise detect or determine whether the lid 204 isopen or closed. For example, a sensor 116 (such as a light sensor oroptical sensor) of the vehicle 101 can determine whether the lid 204 isopen or closed by detecting a light source or an ambient light level inthe tank 202. If the ambient light level is greater than or equal to athreshold, then the vehicle 101 can determine that the lid 204 is open.If the ambient light level is less than or equal to a threshold, thenthe control unit 104 can determine that the lid 204 is closed.Responsive to determining that the lid 204 is closed, the control unit104 can command the propeller 118 to move the vehicle 101 through theflammable fluid 208. The vehicle 101 can determine that the cable hasbeen detached from the vehicle 101 based on determining that the lid 204is closed. The control unit 104 can determine generate a portion of themap 130 of the tank, and determine, via the inspection device 122, aquality metric 136 for the portion of the tank 202 corresponding to theportion of the map 130.

FIG. 3 is an example illustration for inspecting a tank containing aflammable fluid, in accordance with an implementation. The system 300can include one or more component or functionality depicted in FIG. 1,2A or 2B, including, for example, a vehicle 101 or a tank 202. FIG. 3depicts a top view of the tank 202. The vehicle 101 can include one ormore aspects of vehicle 101 of system 100 depicted in FIG. 1. Thevehicle 101 can include an autonomous tank inspection system (“ATIS”)102 which can comprise one or more aspects depicted in FIG. 1. Thevehicle 101 can generate a tank map 130, which can be represented in theillustration 300. The tank 202 can include a lid 204 or other aspectsdepicted in FIG. 2A-B. The system 300 can include an inspection device122 of the vehicle 101, which can be electrically connected to thecontrol unit 104 and the battery 114. The inspection device 122 canreceive a command to initiate an inspection at the first position on thetank map 130 from the control unit 104 responsive to the ranging device120 identifying a first position 302 of the vehicle 101 on the tank map130. The inspection device 122 can be configured by the tank inspectionprocess 134. The first position 302 can indicate the position of the lid204 with respect to the tank 202, the lid 204 used for lowering thevehicle 101 into the tank 202. The control unit 104 can move the vehicle101 to the first position 302 based on an initiation of an exitcondition.

The system 300 can include the vehicle 101 located within the tank 202.The vehicle 101 can include the inspection device 122. The inspectiondevice 122 can include one or more conductors. The vehicle 101 (e.g.,via the inspection unit 112) can command the inspection device 122 tochange a magnetic field generated by the one or more conductors toinduce loops of electric current that extend towards a portion of thetank 202 corresponding to the first position 302 on the tank map 306.The vehicle 101 (e.g., via the inspection unit 112) can then detect orreceive one or more values corresponding to the induced loops ofelectric current at the portion of the tank 202 corresponding to thefirst position 302 on the tank map 306. The one or more values caninclude a magnitude, amplitude, intensity, flux, flux density, decaytime, or direction of the magnetic field, which can indicate thethickness of the tank 202. The magnitude or the direction of themagnetic field can correspond to the direction of the induced loops ofelectric current or magnitude of the electric current. The magnitude ofa magnetic field can be provided in teslas (“T”), the flux of themagnetic field can be provided in webers (“Wb”), and the flux densitycan be provided as Wb/square meter.

FIG. 4 is a block diagram of an example system to perform a tankinspection. The system 400 can include one or more component orfunctionality of system 100 depicted in FIG. 1. The system 400 caninclude a vehicle 101, network connection 401, data processing system(“DPS”) 402, or administrator device 422. The vehicle 101 can include anautonomous tank inspection system (“ATIS”) 102 which can include atleast one aspect depicted in FIG. 1. The vehicle 101 can be connected tothe network 401 via wired or wireless connection. The vehicle 101 can bedisconnected from the network 401 and operate independent from the dataprocessing system 402. The vehicle 101 can access information from thedata processing system 402 via the network 401. The data processingsystem 402 can be updated or configured by the administrator device 422.The administrator device 422 can be connected wired or wireless to thedata processing system 402.

The network 401 can include or refer to a wired or wireless connection,communication, or transfer of information. The network 401 can includecomputer networks such as the Internet, local, wide, metro, or otherarea networks, intranets, satellite networks, and other communicationnetworks such as voice or data mobile telephone networks. The network401 can include a wired connection or communication using, for example,USB, Ethernet, serial port, digital subscriber line (“DSL”), cable, orfiber. The network 401 can transmit information to or receiveinformation from the vehicle 101 via the interface 106 of the vehicle101.

The network 401 can be any type or form of network and can include anyof the following: a point-to-point network, a broadcast network, a widearea network, a local area network, a telecommunications network, a datacommunication network, a computer network, an ATM (Asynchronous TransferMode) network, a SONET (Synchronous Optical Network) network, a SDH(Synchronous Digital Hierarchy) network, a wireless network and awireline network. The network 401 may include a wireless link, such asan infrared channel or satellite band. The topology of the network 105may include a bus, star, or ring network topology. The network mayinclude mobile telephone networks using any protocol or protocols usedto communicate among mobile devices, including advanced mobile phoneprotocol (“AMPS”), time division multiple access (“TDMA”), code-divisionmultiple access (“CDMA”), global system for mobile communication(“GSM”), general packet radio services (“GPRS”) or universal mobiletelecommunications system (“UMTS”). Different types of data may betransmitted via different protocols, or the same types of data may betransmitted via different protocols.

The data processing system 402 can include an interface 404, a modelgenerator 406, a forecast engine 408, a map generator 410, or a remotedata repository 412. The data processing system 402 can include hardwareor a combination of hardware and software, such as communications buses,circuitry, processors, communications interfaces, among others, similarto the ATIS 102. The data processing system 402 can be connected to thevehicle 101 via the network 401. The data processing system 402 can beconnected to the network 401 via a wired or wireless connection.

Each of the one or more components of the data processing system 402 canbe implemented using hardware or a combination of software and hardware.Each component of the data processing system 402 can include logicalcircuitry (e.g., a central processing unit or CPU) that responses to andprocesses one or more instructions fetched from a memory unit (e.g.,memory, storage device, or remote data repository 412). Each componentof the data processing system 402 can include or use a microprocessor ora multi-core processor. A multi-core processor can include two or moreprocessing units on a single computing component. Each component of thedata processing system 402 can be based on any of these processors, orany other processor capable of operating as described herein. Eachprocessor can utilize instruction level parallelism, thread levelparallelism, different levels of cache, etc. For example, the dataprocessing system 402 can include a logic device such as a computingdevice or server having at least one processor.

The one or more components or elements of the data processing system 402can be one or more separate components, a single component, or be partof the data processing system 402. For example, the model generator 406(or the other components of the data processing system 402) can includeone or more combinations of hardware and software, such as one or moreprocessors configured to initiate model generation commands, initiateupdate model commands, and transmit or receive the model information.The one or more components can work individually external to the dataprocessing system 402.

The one or more component of the data processing system 402 can beconfigured or updated by the administrator device 422. The one or morecomponents of the data processing system 402 can be connected orcommunicatively coupled to one another. The connection between thevarious components of the data processing system 402 can be wired orwireless, or any combination thereof.

The interface 404 of the data processing system 402 can include one ormore ports for connecting to the network 401 or the administrator device422. The one or more ports can include, for example, a serial port, USBport, Ethernet port, or Bluetooth receiver and transmitter. Theinterface 404 can transmit or receive one or more remote data repository412 information to or from the vehicle 101 or the administrator device422. The information of the remote data repository 412 can include aheat map 414, a forecast technique 416, an inspection model 418, andhistorical data 420. The interface 404 of the data processing system 402can be similar to the interface 106 of the ATIS 102. For example, theinterface 404 can be provided with one or more inspection information bythe vehicle 101 to store or update the historical data 420. Theinterface 404 can be provided with one or more previous inspectioninformation from a plurality of tanks 202 inspection by theadministrator device 422 to update the historical data 420.

The model generator 406 can generate a risk-based inspection model 418based on a time-series of quality metrics 136 determined based onultrasonic thickness data or the loops of electric current provided bythe inspection device 122 that extend towards one or more portions ofthe tank 202. The inspection model 418 can be stored in the remote datarepository 412. In some implementations, the quality metric 136 can onlystore one or more raw information of the tank 202 based on theinformation from the inspection device 122. The model generator 406 canaccess or utilize the historical data 420 of the tank 202, thehistorical data 420 comprising one or more information of the qualitymetrics 136 from one or more past inspection of various tanks 202. Themodel generator 406 can generate a model based on a forecast of theforecast engine 408 using the forecast technique 416. The forecast canprovide an indication of predicted one or more level of thickness of thetank 202 based on one or more information of the historical data 420.

The model generator 406 can aggregate one or more historical qualitymetrics 136 from the historical data 420 obtained from a plurality oftank inspections to forecast a level of thickness of the tank 202 basedon the quality metric 136. The historical quality metrics 136 indicatingone or more thickness level of the tank 202. The forecast thicknesslevel of the tank 202 can indicate the risk of leakage of the tank 202,the risk can be provided to the administrator device 422. For example, aplurality of quality metrics 136 of the tank 202 obtained from year 2018can be aggregated with a quality metric 136 of the tank 202 obtainedfrom year 2019 using the forecast engine 408. The forecast engine 408can utilize the forecast technique 416 to indicate a deterioration rateof the tank 202, which can be based on the difference between the 2019quality metric and the 2018 quality metric. The model generator 406 canreceive the indication of the deterioration rate of the tank 202 andgenerate a risk-based inspection model 418 which can indicate a timeleakage will occur in one or more portions of the tank 202.

Inputs to the risk-based inspection model 418 can include originaldesign and construction drawings as well as information about thequality of the materials and fabrication techniques (e.g., welding) usedto build the tank, which can provide a baseline for future inspections.A record of operating conditions can allow verification that the tankwas operated within its functional limits (e.g., max fill level). Ahistory of tank floor quality metrics, recorded during previousinspections, can be used as the primary driver to establishdeterioration trends using a variety of models associated with differenttypes of deteriorations (for instance general, local or pittingcorrosion). The forecast engine 408 can perform risk analysis bydetermining the probability of failure, which is then converted into aperiod of time after which the tank should be taken out of service forrepairs. The forecast engine 408 can assess the probability of failurebased on a qualitative approach (engineering/expert judgement andexperience using qualitative terms such as very unlikely, unlikely,possible, probable, or highly probable), a semi-qualitative approach(modification of the nominal floor failure frequency—if available—byfactors specific to the particular floor's management and environment)or a quantitative approach (structural reliability analysis method). Theoutput of the model can include a period of time the tank can remain inservice until the tank should be taken out of service for repairs. Thus,the model generator 406 can generate a risk-based inspection model basedon a time-series of quality metrics (e.g., determined based on the loopsof electric current provided by the inspection device that extendtowards the portion of the tank), and aggregate the historical qualitymetrics obtained from a plurality of tank inspections to forecast alevel of thickness of the tank based on the quality metric.

The forecast engine 408 can access one or more forecast techniques 416to perform a risk prediction of the tank 202. The risk can indicate acorrosion level of the tank 202, an indication of the tank 202 thicknessover time, or a leakage time of the tank 202. The risk can be determinedbased on a historical quality metric 136, a historical flammable fluidlevel, or a historical environment of the tank 202. The historicalquality metric 136 can indicate one or more thickness levels of the tank202 from one or more past inspection. The historical flammable fluidlevel can indicate a plurality of periodic flammable fluid levels of thetank 202 based on flammable fluid level information provided by theadministrator device 422, or the historical data 420 including flammablefluid level information from a previous inspection of the tank 202. Thehistorical environment or an environmental information of the tank 202can indicate a plurality of periodic information based on atmosphericinformation (e.g. gases and other atmospheric particles) or a climateinformation provided by the administrator device 422 or the historicaldata 420 comprising one or more environmental conditions (e.g.temperature, humidity, etc.) of the tank 202 based on one or more pastinspection. The forecast engine 408 can generate a graph to indicate acorrosion rate based on one or more historical data 420 containing aplurality of quality metric 136 from a plurality of inspections, thegraph can be a time to thickness comparison. The quality metric 136 fromthe historical data 420 can be one or more points on the graph, forexample, the forecast engine 408 can use a first quality metric 136 froman inspection of the tank 202 performed in the year 2010 and a secondquality metric 136 from an inspection performed in the year 2015 togenerate a line on the graph illustrating a linear rate of decay of thetank 202. The forecast engine 408 can further use the plurality ofquality metric 136, such as 50 quality metrics 136 over a time, topredict a time interval for leakage based on the condition of the tank202. The condition of the tank 202 can include a geographical locationof the tank 202, a fuel level contained in the tank 202, or a currentthickness of the tank 202. In some implementations, the graph candisplay a linear decay rate based on the tank 202 thickness from 20 cmto 15 cm and an exponential decay rate based on the tank thickness from15 cm to 0 cm.

The map generator 410 can generate a heat map 414 of the tank 202 basedon the quality metric 136 of the one or more portions of the tank 202.The map generator 410 can initiate a generation of the heat map 414,based on the vehicle 101 providing the tank map 130 and the qualitymetric 136 to the data processing system 402 via the network 401. Themap generator 410 can aggregate the tank map 130 information and thequality metric 136 information to generate a heat map 414 indicating oneor more levels of thickness of a plurality of portions of the tank 202using a plurality of color codes. The plurality of color codes can rangefrom red to green to blue. For example, a very thick portion of the tank202 can be color coded with blue, a very thin portion of the tank 202can be color coded with red, and a spectrum of color between the blueand the red can indicate the gradual increase or decrease of thethickness of the one or more portions of the tank 202. The map generator410 can generate a 2-D heat map 414 or a 3-D heat map 414 of the tank202 indicating the thickness of the plurality of portions of the tank202.

The remote data repository 412 can include the heat map 414, theforecast technique 416, the inspection model 418, or the historical data420. The remote data repository 412 can include storage (e.g. hard diskdrives, solid state drives, floppy disks, magnetic tape, etc.) which canstore tank information including information associated with previousinspections of one or more tanks. The remote data repository 412 canstore environmental information. The environmental information caninclude, for example, atmospheric information (e.g. pressure, gases,atmospheric particles), climate information (e.g. temperature, humidity,radiation, and amount of rain), topographic information, altitudeinformation, ground information, or subsurface information. The dataprocessing system 402 can obtain the environmental information from thevehicle 101. The data processing system 402 can obtain the environmentalinformation from external sources or databases. The administrator device422 can provide the environmental information to the data processingsystem 402.

The heat map 414 can include or store a plurality of color coded tankmaps 130 of the tank 202 generated by the map generator 410. The colorcode can range from red to green to blue. The heat map 414 can utilizethe plurality of color codes to provide a graphical representation ofthe tank map 130 indicating the thickness level of the tank 202. Forexample, a very thick portion of the tank 202 can be color coded withblue, a very thin portion of the tank 202 can be color coded with red,and a spectrum of color between the blue and the red can indicate thegradual increase or decrease of the thickness of the one or moreportions of the tank 202. The heat map 414 can indicate the texture ofthe tank 202 based on the thickness level information. The texture ofthe tank 202 can represent one or more bumps or one or more dips of thetank 202. The plurality of color code can be configured by theadministrator device 422. The heat map 414 can be provided to theadministrator device 422 to display the graphical representation of thetank map 130. The heat map 414 can store a 2-D heat map 414 or a 3-Dheat map 414 of the tank 202 generated by the map generator 410.

The forecast technique 416 can include a plurality of time-seriesforecasting techniques for determining a risk-based inspection model418. The forecast technique 416 can be accessed or used by the forecastengine 408. The risk can represent a deterioration rate of the tank 202based on the difference between present and one or more past tank 202thickness level, the environmental information, or the historical data420. The risk can further represent a predicted leakage time of the oneor more portions of the tank 202 or the indication of one or morethickness level of the tank 202 over time. The predicted time of leakagecan be based on the present thickness level of the one or more portionsof the tank 202 and the corrosion rate of the tank 202. The forecasttechnique 416 can be assisted by a machine learning technique or one ormore information from the administrator device 422.

The inspection model 418 can store a plurality of risk-based model basedon the time-series of quality metrics 136 generated by the modelgenerator 406. The inspection model 418 can be a human readable report.The inspection model 418 can be provided to the administrator device 422indicating the corrosion rate of the tank 202, at least an indication ofthe tank 202 thickness over time, or the predicted time of leakage ofthe tank 202. The inspection model 418 can be presented in a graphicalformat or a table. For example, the inspection model 418 can begenerated and stored in the remote data repository 412 by the modelgenerator 406. The inspection model 418 can be accessed and obtained bythe administrator device 422 to display an inspection model 418, whichcan include the indication of the corrosion rate, the thickness overtime, or the predicted time of leakage of the tank 202. The inspectionmodel 418 can be used by the administrator device 422 to identify amaintenance time for one or more portions of the tank 202, at least aninspection cycle for the tank 202, or at least an indication ofoccurring leakage of the tank 202. The occurring leakage of the tank 202can be based on an absence of one or more portions of the tank 202identified by the inspection device 122.

The historical data 420 can include or store one or more quality metrics136 which can indicate the thickness level of the tank 202. Thehistorical data 420 can include or store a plurality of quality metrics136 from one or more previous inspections of a plurality of tanks 202.Each tank 202 of the plurality of tanks 202 can be different in at leastdimension, construction, or location. The historical data 420 caninclude or store a flammable fluid level of the tank 202, dimensions oftank 202, or the environmental information of the tank 202. Theenvironmental information can include atmospheric information (e.g.gases and other atmospheric particles) or an environmental condition(e.g., temperature, humidity, pressure, or altitude) of the tank 202.The historical data 420 can be obtained, configured, or updated by theadministrator device 422. The historical data 420 can be accessed by theforecast engine 408 or the model generator 406 for generating aninspection model 418. The vehicle 101 can receive historical data via anetwork.

The administrator device 422 can include an interface 404 similar to thedata processing system 402 or the ATIS 102. The interface can include anLCD display, serial port, USB port, display port, Ethernet port, orBluetooth receiver and transmitter. The administrator device 422 can beconnected to the data processing system 402 via wired or wirelessconnection to the interface 404 of the data processing system 402. Theadministrator device 422 can be remote to the data processing system402. The administrator device 422 can configure or update one or morecomponents of the data processing system 402 which can include the modelgenerator 406, the forecast engine 408, the map generator 410, or theremote data repository 412.

The administrator can be provided with a risk-based inspection model 418based on a time-series of quality metrics 136, the inspection model 418can be displayed on the administrator device 422 illustrating one ormore risk of the tank 202 including the corrosion rate of the tank 202,at least an indication of the tank 202 thickness over time, or thepredicted time of leakage of the tank 202. The inspection device 422 canupdate the historical data 420 with one or more quality metrics 136 of aplurality of tanks 202 via the interface 404. The administrator device422 can update the historical data 420 with one or more environmentalinformation of the tank 202. The administrator device 422 can provideone or more settings to adjust one or more color codes of the heat map414 or adjust a type of heat map 414 to generate (e.g. 2-D or 3-D). Theadministrator device 422 can update the forecast technique 416 basedreceiving a different technique for forecasting. The administratordevice 422 can identify a maintenance time for one or more portions ofthe tank 202, an inspection cycle for the tank 202, or an indication ofoccurring leakage of the tank 202 based on the inspection model 418.

FIG. 5 is a flow diagram of an example method of inspecting a tankcontaining a flammable fluid. The method 500 can be performed by system100, system 400, or one or more component thereof. In brief overview, atstep 502, a winch can lower at least one vehicle into the tankcontaining flammable fluid via a cable. At step 504, the winch canremove the cable from the tank. At step 506, the vehicle can execute thediagnostic program. At step 508, the vehicle can determine to initiatean exit process based on the diagnostic program result. At step 510, thevehicle can determine to initiate a tank inspection process based on thediagnostic program result. At step 512, the vehicle can disable thepropeller to prevent moving the vehicle. At step 514, the vehicle canmove through the flammable fluid by a propeller. At step 516, thevehicle can generate a map of the tank. At step 518, the vehicle candetermine a first position of the vehicle on the tank map. At step 520,the vehicle can cause the propeller to move from the first position to asecond position. At step 522, the vehicle can determine a quality metricfor at least one portion of the tank 202 corresponding to the secondposition. At step 524, the vehicle can store the quality metric 136 inthe vehicle resource repository. At step 526, the vehicle can initiatethe exit process based on an exit condition from the diagnostic programresult.

Still referring to FIG. 5, and in further detail, a winch can lower avehicle 101 into the tank containing flammable fluid via a cable at step502. The vehicle can include a control unit, battery, sensor, propeller,ranging device, inspection device, latch mechanism, or vehicle resourcerepository. The cable of the winch can be connected to the vehicle viathe latch mechanism. The latch mechanism can be configured by thecontrol unit to receive an indication of a state of the latch mechanism,the state can indicate the connection of the cable to the latch of thevehicle including a connected state or a disconnected state. The stateof the latch mechanism can be used to lock the latch to the vehicle orrelease the latch from the vehicle.

The winch can lower the vehicle into the tank at a predetermined speedor rate. The winch can lower the vehicle into the tank based on theamount of fluid remaining in the tank, or the amount of fluid containedin the tank. Depending on the level of the fluid in the tank, the winchcan lower the vehicle at a slower rate. The winch can receive anindication of the fluid level within the tank, or otherwise determinethe level of the fluid. For example, the winch can include an inputdevice or processor that receives an indication of the fluid level inthe tank, or otherwise determine the fluid level within the tank. Thewinch can be preconfigured to lower the vehicle into the tank at apredetermined rate or default rate.

For example, a tank or other administrator can determine the distancefrom a floating roof to the tank floor with reasonable accuracy using agauge, predetermined construction drawings, or a tape measure (e.g., thecable used to launch and recover the vehicle can include markings every10 feet, for example). The tank administrator can provide thisinformation to the system.

At step 504, the winch can remove the cable from the tank subsequent todeploying the vehicle. The winch can remove the cable from the tankafter the winch has submerged the vehicle into the flammable fluid orlowered the vehicle to the tank floor. The winch can determine to removethe cable from the tank based, or responsive to, an indication. Thewinch can receive an indication from a sensor that indicates the vehiclehas contacted the tank floor, or that the latch has disconnected thecable from the vehicle. The winch can receive an indication from asensor that the vehicle has become at least partially submerged in theflammable fluid, or otherwise come into contact with the flammable fluidor the tank floor. The winch can remove the cable based on a timeinterval. For example, the winch can determine to remove or raise thecable from the tank based on expiration of a countdown timer that is setbased on a predetermined vehicle deployment process. In another example,the winch can determine to remove the cable based on detecting that atension in the cable has fallen below a threshold, which can indicatethat the vehicle has contacted the tank floor and is being supported bythe tank floor instead of the cable.

The sensor of the winch can determine the vehicle was lowered into theflammable fluid based on the difference on the force measured by thesensor. For example, the vehicle may weigh 100 kg. The sensor can detecta 1000 N force as the vehicle is being lowered into the tank, but priorto the vehicle contacting the fluid. The sensor can detect the forcebased on a tension associated with the cable connecting the vehicle tothe winch. When the vehicle comes into contact with the flammable fluid,the sensor can detect a reduction in the force. For example, the sensorcan detect a force of 750N when the vehicle comes into contact with theflammable fluid. As the vehicle becomes increasingly submerged in thefluid, the sensor can detect a further reduction in the force until thevehicle is completely submerged in the fluid. However, since the vehiclemay have negative buoyancy, the sensor may still detect some non-zeroforce, although the detected force may be significantly less than theoriginally detected weight of the vehicle. The sensor can detect aconstant force, or substantially constant force (e.g., less than 5%variation) between the vehicle becomes fully submerged in the fluid andjust before the vehicle contacts the tank floor. When the vehiclecontacts the tank floor, the sensor can detect a further reduction inforce. For example, the sensor can detect a near zero force—or a forceonly due to the weight of the cable —when the vehicle comes into contactwith the tank floor because the tank floor can support the weight of thevehicle.

Thus, the winch can determine, based on a difference between forcesmeasured by the sensor, to reel up the cable based on the vehicle atleast partially submerged in the flammable fluid or the vehicle reachingthe tank floor. The winch can further determine to remove the cable fromthe tank based on a timer. The timer can be predetermined based on ahistorical data indicating a time for the vehicle to be lowered into thetank and disconnect the cable from the latch.

At step 506, the vehicle can execute the diagnostic program. The vehiclecan obtain the diagnostic program from memory or storage. The vehiclecan select a diagnostic program based on a criteria or factor associatedwith the tank in which the vehicle is lowered. The vehicle can executethe diagnostic program to determine or identify a diagnosis ordiagnostic result. The vehicle can use the diagnostic program, orresults thereof, to determine whether to initiate a tank inspectionprocess. For example, if the results of the diagnostic program indicatethat there are no system errors, or that the conditions associated withperforming a successful tank inspection process have been met, thevehicle can begin the tank inspection. The results of the diagnosticprogram can indicate an operation condition or status of one or morecomponents of the ATIS or vehicle. The diagnostic program can detect thestate of the cable, which can indicate the connection of the cable tothe vehicle. The operation condition can include exit condition, waitcondition, low power state, cooling state, or high performance state.

At step 508, the vehicle can determine to initiate an exit process basedon the diagnostic program result. The diagnostic program result canindicate an exit condition based on at least an amount of poweravailable in the battery, the condition of the vehicle or the one ormore components of the ATIS (e.g. temperature, performance, etc.), or anabsence of indication of uninspected one or more portions of the tank.The vehicle can determine not to initiate the exit process. Instead, thevehicle can determine to initiate the tank inspection process based onthe diagnostic program result. The vehicle can determine not to initiatethe exit process, but to execute step 520 based on the diagnosticprogram result responsive to the storing the quality metric as in step524.

At step 510, the vehicle can determine whether to initiate a tankinspection process based on the diagnostic program result. If thevehicle determines not to initiate the tank inspection process at step510, the vehicle can proceed to step 512. The vehicle can determine notto initiate the tank inspection process based on the diagnostic programresult. The vehicle can disable the propeller to prevent moving thevehicle based on not initiating the tank inspection process, as in step512. In another implementation, the diagnostic program can be run beforethe vehicle latch system detaches the vehicle from the cable. By doingso, recovery is facilitated if errors are found during execution of thediagnostic program.

For example, the vehicle can disable the propeller to prevent moving thevehicle. The propeller can be disabled by the control unit using thepropeller control program based on the diagnostic program result. Thevehicle can then execute the diagnostic program responsive to disablingthe propeller. The vehicle can execute the diagnostic program in amanner similar to step 506. The diagnostic program result can indicateat least one operation condition including a waiting condition or acooling state. The cooling state can be based on the temperature of thevehicle or the one or more components of the ATIS. The waiting conditioncan be based on the diagnostic program requiring one or more additionalresults, for example, results from testing the components of the ATIS.

If, however, the vehicle determines to initiate the tank inspectionprocess at step 510, the vehicle can proceed to step 514. At step 514,the vehicle can initiate the tank inspection process by generating andproviding one or more commands, such as a command to move the vehiclethrough the flammable fluid. The vehicle can move through the flammablefluid by a propeller. The vehicle can execute, by the control unit, thediagnostic program prior to causing the propeller to move the vehicle.The vehicle can use the propeller to move to a plurality of portions ofthe tank. The vehicle can use the ranging device concurrent totraversing the plurality of portions of the tank. The vehicle canconfigure the propeller to turn in a plurality of directions to move thevehicle in one or more directions.

At step 516, the vehicle can generate a map of the tank. The generationof the tank map 130 can be based on the vehicle traversing the pluralityof portions of the tank. The vehicle can further generate a map withouttraversing the plurality of portions of the tank using the rangingdevice, such as an infrared sensor, an ultrasonic sensor,electromagnetic radiation sensor (laser) or a radar sensor. The map ofthe tank can be stored in the tank map within the vehicle resourcerepository. In some implementations, the control unit 104 of the vehiclecan detect an exit condition based on the generated tank map, forexample, the vehicle can be provided, based on the available power ofthe battery corresponding to the size of the tank, with the exitcondition by the diagnostic program.

At step 518, the vehicle can determine a first position of the vehicleon the tank map 130. The first position can be determined based oninformation provided by the ranging device, for example, the rangingdevice can be configured by the mapping unit 108 to identify or updatethe position of the vehicle. The first position can indicate theposition of the lid with respect to the tank, the lid used for loweringthe vehicle into the tank. The first position 302 can be the firstuninspected portion of the tank. The vehicle can determine, by thecontrol unit based on one or more results of the diagnostic program, toinitiate the tank inspection process. In some implementations, the tankinspection process can command the vehicle to determine a quality metricfor the first position. The vehicle can provide an indication of aninspected portion to the tank map or remove an indication of anuninspected portion from the tank map using the ranging deviceresponsive to determining the quality metric for the first position ofthe tank.

At step 520, the vehicle can cause the propeller to move from the firstposition to a second position using the control unit. The control unitcan provide a command to cause the propeller to move the vehicle fromthe first position to the second position based on at least thedetermined first position or the determined quality metric 136corresponding to the first position based on the tank inspectionprocess. The vehicle can be configured by the control unit, based on thediagnostic program 138, to disable the propeller to prevent thepropeller from moving the vehicle from the second position. The secondposition can correspond to at least one uninspected portion of the tank.The speed of the propeller can be set or adjusted by the control unitbased on the result of the diagnostic program 138, the result can be anoperation condition, such as, an exit condition, a wait condition, a lowpower state, a cooling state, or a high performance state, as describedin FIG. 1. The speed of the propeller can be set or adjusted based on acurrent position of the vehicle on the tank map. For example, thecontrol unit can increase the speed of the propeller to move from thefirst position, decrease the speed of the propeller prior to reachingthe second position, and disable the propeller based on the vehiclereaching the second position. The control unit can configure thepropeller to move the vehicle in a different direction (e.g. reverse orsideways) based on the vehicle straying from the second position.

At step 522, the vehicle can determine a quality metric for at least oneportion of the tank corresponding to the second position on the tank mapvia the inspection device. The inspection device can include a magneticsensor, a magnetic sensor array, an ultrasonic array system, anultrasonic phased array system, or a sweeping device. The sweepingdevice can include a brush for sweeping one or more substance off atleast one portion of the tank. The quality metric can indicate athickness of the portion of the tank at the second position within thetank. The vehicle can determine, based on the quality metric of theportion of the tank, to determine an additional quality metric for theportion of the tank, the additional quality metric can be determinedusing at least one different component of the inspection device. Forexample, the vehicle can determine a quality metric corresponding to thesecond position using the magnetic sensor of the inspection device,determine the quality of the information from the inspection device, anddetermine an additional quality metric corresponding to the secondposition using the ultrasonic array system based on obtaining a lowquality information of the quality metric. The quality of theinformation can be based on a signal-to-noise ratio.

The vehicle can collect data from multiple sensing devices or inspectiondevices simultaneously (e.g., at the same time or overlapping times orimmediately one after the other). The vehicle can record data from bothsensors for further processing. The vehicle can perform real-timeanalysis of the data to determine whether one sensor is faulty, andswitch to the other sensor.

At step 524, the vehicle can store the quality metric in the vehicleresource repository. The quality metric can correspond to at least thefirst position or the second position within the tank. The vehicleresource repository can be a data structure in memory of the vehicle.The vehicle resource repository can be accessed by the control unit. Thequality metric corresponding to a position can indicate the one or moreinspected portions of the tank. The indication of at least oneuninspected portion of the tank can be based on an absence of thequality metric corresponding the portion of the tank, which can bereleased responsive to storing the quality metric corresponding to theportion of the tank. The vehicle can initiate the diagnostic programresponsive to storing the quality metric in the vehicle resourcerepository. The diagnostic program result can configure the vehicle toinitiate the exit process or cause the propeller to move the vehicle toat least one uninspected portion of the tank similar to moving thevehicle from the first position to the second position, as in step 520.

At step 526, the vehicle can initiate the exit process based on an exitcondition from the diagnostic program result. The diagnostic programprovides the exit condition based on generating the tank map, the poweravailable in the battery, the absence of at least one uninspectedportion of the tank, or an expiration of a timer of the tank inspectionprocess, as described in FIG. 1. The exit process can include one ormore commands to at least move the vehicle towards the first position ofthe tank, which can be the position of the lid 204, reel down the cableto the vehicle, cause the latch mechanism to re-engage the cable tocouple the cable to the vehicle, or terminate vehicle operation. Thetermination of vehicle operation can include disabling the components ofthe vehicle.

FIG. 6 is a flow diagram of an example method of inspecting a tankcontaining a flammable fluid. The method 600 can be performed by system100, system 400, or one or more component thereof. In brief overview, atstep 602, a winch can lower at least one vehicle into a tank containinga flammable fluid via a cable. At step 604, the winch can remove thecable from the tank. At step 606, an inspection device can receive atleast one command to initiate an inspection at a position on the mapidentified by a ranging device. At step 608, the inspection device canchange at least one magnetic field to induce loops of electric current.At step 610, the inspection device can detect one or more valuescorresponding to the induced loops of electric current at a firstposition. At step 612, the inspection device can provide data comprisingthe detected values to cause the control unit to determine a qualitymetric. At step 614, the vehicle can store the quality metric in memoryof the vehicle. At step 616, the vehicle can determine to obtainadditional quality metric. At step 618, the vehicle can determine anadditional quality metric corresponding to the first position via anultrasonic array or phased-array system. At step 620, the vehicle candetermine to initiate an exit process, as in step 624, based on a resultof the diagnostic program. At step 622, the control unit can configurethe vehicle to move to an uninspected portion of the tank. At step 624,the vehicle can initiate the exit process.

Still referring to FIG. 6, and in further detail, a winch can lower atleast one vehicle into a tank containing a flammable fluid via a cableat step 602 similar to step 502 of method 500. At step 604, the winchcan remove the cable from the tank subsequent to deploying the vehiclesimilar to step 504 of method 500. At step 606, an inspection device canreceive at least one command from the control unit. The inspectiondevice can receive the command responsive to the ranging deviceidentifying a first position of the vehicle on the tank map. The commandcan include an instruction to initiate an inspection at the firstposition on the map. The command can be based on the tank inspectionprocess, which can be configured based on a result of the diagnosticprogram. The command can include, for example, enabling or disabling theinspection device, moving the inspection device to a different portionof the tank corresponding to the first position, or changing theinspection device type. The inspection device type can change, forexample, from one or more magnetic conductors to ultrasonic array orphased array system or vice versa. The ranging device can receive acommand, based on the tank inspection process prior to the inspectiondevice receiving the inspection command, to generate the tank map basedon a plurality of acoustic waves reflected off one or more portions ofthe tank. Thus, the vehicle can use one inspection device at a time,alternate between inspection devices, use multiple inspection devicessimultaneously, or switch from one inspection device to another based ona condition or an event.

At step 608, the inspection device can change, responsive to the commandto initiate inspection, at least one magnetic field in the one or moreconductors to induce loops of electric current that extend towards atleast one portion of the tank corresponding to the first position on themap. The change of magnetic field can include magnitude, intensity,direction, duration, decay time, or frequency to increase or decreasethe magnitude or intensity of electric current based on the inspectionprocess. The inspection device can generate at least one pulsed eddycurrent for measuring thickness or detecting corrosion. The pulsed eddycurrents can contain a continuum of frequencies, which can be used tomeasure electromagnetic response to various frequencies can using asingle step. The magnetic field, created by an electric current from theinspection device, can penetrate through the one or more layers orconstructions of the tank and stabilize in the layer of the tank. Theelectrical current generated by the inspection device can be disabled tocause a drop in the magnetic field, which can result in eddy currentsappearing in the layers of the tank floor and decrease in strength overtime. The pulsed eddy current probe can be used to monitor the decay ineddy currents, the decay time can determine the thickness of the tank.The electrical current magnitude in a given loop can be proportional tothe strength of the magnetic field, the area of the loop, and the rateof change of flux, and inversely proportional to the resistivity of amaterial.

The inspection device can generate eddy currents by a plurality ofconductors arranged in an array. A pulsed eddy current array can referto a nondestructive testing technology that can provide the ability todrive multiple eddy currents coils, which can be placed side by side inthe inspection device. Each individual eddy currents coil in theinspection device sends a strong magnetic field towards the floor belowthe coil and then abruptly releases that field. Each coil then measuresthe decay time of the eddy currents associated with the release of themagnetic field. The decay time can be converted into a thickness orcorrosion level measurement. The inspection device can electronicallydrive and read multiple eddy currents sensors positioned side by side inthe same inspection device assembly.

At step 610, the inspection device can detect one or more valuescorresponding to the induced loops of electric current at a firstposition. The inspection device can re-inspect the first position of thetank based on at least the tank inspection process, or the detectedvalues. The values can be an indication of the distortion, the magnitudeor the intensity of the magnetic field or electric current, a rate ofdecay of the magnetic field, or a duration of the magnetic fielddecaying to zero. The values can indicate a flaw in the tank, thecorrosion of the tank, or the thickness of the tank. The values can bestored in the collected data of the vehicle resource repository, whichcan determine the quality metric of the tank.

At step 612, the inspection device can provide data comprising thedetected values to cause the control unit to determine a quality metricat the portion of the tank corresponding to the first position of thevehicle on the map. The data can be raw information detected by theinspection device, which can be provided to the control unit. Thequality metric can determine the thickness or the corrosion level of thetank based on the data. For example, the inspection device can detectthe plurality of values using at least one inspection technique (e.g.,pulsed eddy current or pulsed eddy current array), the values can be rawinformation. The inspection device can aggregate the values into asingle data packet to provide to the control unit. The control unit candetermine the quality metric of the tank based on the values, thequality metric indicating at least the thickness or the corrosion levelof the tank. The quality metric can be based on the pulsed eddy currentor the pulsed eddy current array corresponding to at least the firstposition or the second position of the vehicle.

At step 614, the vehicle can store the quality metric in memory of thevehicle (e.g. vehicle resource repository) similar to step 524 of method500. The stored quality metric can be provided to a remote datarepository of a data processing system (“DPS”) to store in a historicaldata via a network. The historical data of the remote data repository ofthe data processing system can include at least one previously storedquality metric, the quality metric can indicate a predictive corrosionmetric based on a plurality of tank inspection performed by the vehicleduring a time interval. The model generator can generate a risk-basedinspection model based on a time-series of quality metrics determinedbased on the loops of electric current provided by the inspection devicethat extend towards the portion of the tank. The model generator 406 canaggregate the historical data obtained from the plurality of tankinspections, and forecast, based on a forecast engine using thehistorical data, a level of thickness of the tank based on the qualitymetric, as referred to in FIG. 4.

At step 616, the vehicle can determine, based on the tank inspectionprocess or the result of the diagnostic program, to obtain additionalquality metric at the portion of the tank corresponding to the firstposition of the vehicle on the tank map. The additional quality metriccan be obtained using a different inspection device or inspectiontechnique, such as the ultrasonic array or phased array system of theinspection device. For example, the tank inspection process canconfigure the vehicle to obtain an additional quality metric to averagebetween the quality metric obtained using the magnetic field and theadditional quality metric to store as the quality metric for the portionof the tank corresponding to the first position. The diagnostic programresult can indicate the quality of the inspection based on the qualitymetric. For example, the diagnostic program can determine aninsufficient quality of the inspection and provide an indication toobtain additional quality metric to the vehicle, based on asignal-to-noise ratio, or the detected values.

At step 618, the vehicle can determine an additional quality metriccorresponding to the first position of the vehicle on the tank map viaan ultrasonic array system of the inspection device. The additionalquality metric can be a second quality metric. The ultrasonic arraysystem can comprise a plurality of ultrasonic transducers, which can bepulsed independently using computer-calculated timing, which can be usedto steer the beam to scan the one or more portions of the tank. In someimplementations, the inspection device can include two differenttechnologies, and take advantage of their complementarity. For example,eddy current technology will provide better results in the presence ofresidual sediment after the brush cleans the floor or in case of topsidecorrosion. Ultrasonic will provide better results when the floor hasbeen sufficiently cleaned by the brush and is primarily affected bypitting. The quality metrics from both technologies can be stored in thememory of the vehicle as in step 614.

At step 620, the vehicle can determine to initiate an exit process basedon a result of the diagnostic program similar to step 508. At step 622,the control unit can move vehicle to an uninspected portion of the tank.The vehicle can be moved to the uninspected portion of the tank similarto moving the vehicle from the first position to a second position as instep 520. At step 624, the vehicle can initiate the exit process similarto step 526.

FIG. 7 is a flow diagram of an example method of inspecting a tankcontaining a flammable fluid. The method 700 can be performed by system100, system 400, or one or more component thereof. In brief overview, atstep 702, a winch can lower at least one vehicle into a tank containinga flammable fluid via a cable. At step 704, the vehicle can determinewhether the cable used to lower the vehicle is detached from thevehicle. At step 706, the vehicle can initiate at least one operationbased on the state of the latch mechanism. At step 708, the winch canremove the cable from the tank. At step 710, the vehicle can receive anindication of the state of the latch mechanism. At step 712, the vehiclecan command a propeller to move the vehicle through the flammable fluidto a position. At step 714, the vehicle can determine a quality metricof a portion of the tank subsequent to a generation of a portion of amap. At step 716, the vehicle can determine to initiate an exit process.At step 718, the winch can connect the cable to the vehicle using thelatch mechanism and reel the vehicle out of the tank based on the exitprocess.

Still referring to FIG. 7, and in further detail, a winch can lower atleast one vehicle into a tank containing a flammable fluid 208 via acable at step 702 similar to step 502. The cable can be coupled to thevehicle to lower the vehicle into the flammable fluid via the latchmechanism.

At step 704, the vehicle using the control unit can determine, based ona state of the latch mechanism, whether the cable used to lower thevehicle into the tank containing the flammable fluid is detached fromthe vehicle. The state of the latch mechanism can include a connectedstate or a disconnected state, which can be detected based on thecontrol unit executing the diagnostic program using at least one sensor.The connected state can indicate a connection between the cable can thelatch mechanism. The disconnected state can indicate a disconnection oran absence of connection between the cable and the latch mechanism. Thestate of the latch mechanism can be based on the flow of current of thelatch mechanism detected by the sensor of the vehicle.

At step 706, the vehicle can initiate at least one operation based onthe state of the latch mechanism. The operation can includedisconnecting the cable from the latch mechanism of the vehicle, whichthe winch can then remove the cable from the tank, as in step 708, orcommanding at least one propeller of the vehicle to move the vehiclethrough the flammable fluid, as in step 712. The operation can includean exit process, for example, the latch mechanism can indicate theconnected state, based on connecting the cable to the latch mechanism ofthe vehicle, to initiate the exit process. The state of the latchmechanism can determine the result of the diagnostic program.

At step 708, the winch can remove the cable from the tank subsequent todeploying the vehicle similar to step 504. The removal of the cable fromthe tank can be responsive to disengaging the cable used to lower thevehicle into flammable fluid 208 in the tank via the latch mechanism.The disengagement of the cable can be initiated via unlocking, by thecontrol unit in communication with an actuator of the vehicle, the latchmechanism to disengage the cable subsequent to the vehicle lowered intothe flammable fluid in the tank based on a policy and the state of thelatch mechanism.

At step 710, the vehicle using the control unit can receive anindication of the state of the latch mechanism. The control unit canexecute the diagnostic program responsive to receiving the indication ofthe state of the latch mechanism. The diagnostic program can provide aresult to initiate the tank inspection process based on the disconnectedstate of the latch mechanism. The control unit can detect the indicationof the state via the sensor of the vehicle. The state of the latchmechanism can be the disconnected state based on disconnecting the cablefrom the latch mechanism. In some cases, the control unit can receive anindication that the cable is decoupled from the vehicle in the flammablefluid 208 from a remote computing device (e.g. data processing system),for example, the remote computing device can provide the indication viaa network based on the winch removing the cable from the tank.

At step 712, the vehicle can command a propeller to move the vehiclethrough the flammable fluid to a position using the control unitresponsive to the determination that the cable is detached from thevehicle similar to step 514 or step 520. The command can be generatedbased on the tank inspection process to control the propeller or thelatch mechanism coupling the cable to the vehicle. In some cases, thecontrol unit can receive an indication to perform the tank inspectionprocess comprising causing the propeller to move the vehicle to one ormore positions of the tank and determine one or more quality metric fromthe remote computing device. The remote computing device can be the dataprocessing system 402 in connection with the administrator device. Thecommand can be based on the diagnostic program result indicating thedisconnected state of the latch mechanism. For example, a first statecan be the connected state and a second state can be the disconnectedstate. The control unit can command the latch mechanism to decouple thecable from the vehicle in the flammable fluid based on the first state.The sensor 116 of the vehicle can receive an indication of the secondstate based on disconnecting the cable. The vehicle can then command thepropeller to move responsive to the indication of the second state.

At step 714, the control unit of the vehicle can determine a qualitymetric of a portion of the tank via an inspection device and subsequentto a generation of a portion of a map via a ranging device similar toaggregating step 514, step 516, or step 522. The vehicle can initiatethe ranging device concurrent to the inspection device to synchronouslyupdate or generate the map of the tank and determine the quality metricof the portion of the tank. The determining of the quality metric andgeneration of the portion of the map can be based on the tank inspectionprocess. The plurality of portions of the tank can be a plurality ofuninspected portions of the tank. For example, the vehicle can reside ina first position of the tank based on the ranging device generating afirst portion of the tank map. The vehicle can obtain a first qualitymetric of the first portion of the tank corresponding to the firstposition using the inspection device subsequent to the generation of thefirst portion of the tank map. The vehicle can move to a second positiondifferent than the first position. The ranging device can generate asecond portion of the tank map and subsequently inspect the secondportion corresponding to the second position using the inspectiondevice. The vehicle can traverse the plurality of portions of the tankbased on an indication of an uninspected portion of the tank.

At step 716, the vehicle can determine to initiate an exit processsimilar to step 508. At step 718, the winch can connect the cable to thevehicle using the latch mechanism and reel the vehicle out of the tankbased on the exit process similar to step 526. The control unit incommunication with the actuator of the vehicle can lock the latchmechanism to engage the cable to the vehicle. For example, the controlunit can detect an exit condition in the tank inspection process. Thecontrol unit can command the propeller to move the vehicle to a positionunder the lid 204 of the tank. The cable can be reeled down to thevehicle by the winch. The vehicle can then re-engage the latch mechanismwith the cable to couple the cable to the vehicle. The winch can reel upthe vehicle responsive to detecting that the cable is coupled to thevehicle.

FIG. 8 is a flow diagram of an example method of inspecting a tankcontaining a flammable fluid. The method 800 can be performed by system100, system 400, or one or more component thereof. In brief overview, atstep 802, a lid of a tank containing a flammable fluid can be opened. Atstep 804, a winch can connect a cable to a vehicle. At step 806, thewinch can lower the vehicle through a vapor layer within the tank via acable. At step 808, the latch mechanism can disengage the cable from thevehicle. At step 810, the winch can remove the cable from the tank. Atstep 812, the lid of the tank can be closed. At step 814, the vehiclecan perform a tank inspection process. At step 816, the vehicle candetermine whether the tank inspection process is complete based on adiagnostic program result. At step 818, the vehicle can move towards anuninspected portion of the tank based on an incomplete tank inspectionprocess. At step 820, the diagnostic program result can provide anindication of a complete tank inspection process. At step 822, thevehicle can initiate an exit process.

Still referring to FIG. 8, and in further detail, a lid of a tankcontaining a flammable fluid can be opened at step 802. The lid can beopened manually using various lid opening tools. At step 804, a winchcan connect the cable to the vehicle. The cable can be connected to thelatch mechanism of the vehicle. The winch can be external to the tank.The latch mechanism can include an actuator to lock or unlock the cablefrom the vehicle. The latch mechanism can indicate a state based on theconnection of the cable to the vehicle.

At step 806, the winch can lower the vehicle through a vapor layer 206within the tank and on top of the flammable fluid via a cable andthrough an opening of the tank similar to step 502. The winch can unreelthe cable connected to the vehicle to lower the vehicle into the tank.

At step 808, the latch mechanism can disengage the cable from thevehicle similar to step 504 or step 708. The disengagement of the cablecan be initiated via unlocking, by the control unit in communicationwith an actuator of the vehicle, the latch mechanism to disengage thecable subsequent to the vehicle lowered into the flammable fluid in thetank based on at least one policy and the state of the latch mechanism.The latch mechanism can determine whether the cable was detached basedon a sensor, such as a mechanical sensor, on the cable indicating adisconnection from the latch of the vehicle or on the winch indicatingthe vehicle was lowered into the flammable fluid.

At step 810, the winch can remove the cable from the tank by reeling thecable subsequent to disengaging the cable from the vehicle similar tostep 504. At step 812, the lid 204 of the tank can be closed to seal thevehicle inside the tank responsive to removing the cable from the tank.The closing of the lid can be similar to opening the lid, as in step802.

At step 814, the vehicle can be configured by the control unit toperform a tank inspection process under battery power based on the cabledisconnected from the vehicle similar to step 606. The tank inspectionprocess can include generating a map of the tank and determining aquality metric for a portion of the tank corresponding to a location onthe generated tank map. The vehicle can initialize a map data structure(e.g. tank map) for the tank in memory (e.g. vehicle resourcerepository) of the vehicle. The vehicle can store the tank map in themap data structure. The control unit of the vehicle can determine, uponbeing lowered into the tank, to generate the tank map and instruct theranging device to generate the map of the tank. The vehicle can beconfigured with a predetermined duration to perform the tank inspectionprocess, the predetermined duration can be stored in a configurationfile or collected data in memory of the vehicle. The vehicle caninitiate a timer based on the predetermined duration responsive to beingsealed in the tank and beginning the tank inspection process.

At step 816, the vehicle can determine whether the tank inspectionprocess is complete based on a diagnostic program result. The controlunit can identify an uninspected portion of the tank based on thegenerated tank map, which can be provided in the diagnostic programresult. The diagnostic program result can cause the vehicle to move thevehicle towards the uninspected portion, as in step 818, or initiate anexit process based on an indication of complete tank inspection process,as in 822. The diagnostic program result can provide the vehicle with anindication of complete tank inspection process based on an absence ofany uninspected portions of the floor of the tank based on the generatedtank map.

At step 818, the vehicle can move towards an uninspected portion of thetank based on an incomplete tank inspection process similar to step 622.At step 820, the diagnostic program result can provide an indication ofa complete tank inspection process. The indication of the complete tankinspection process can be based on an absence of any uninspectedportions of the floor of the tank based on the generated tank map. Theindication of the complete tank inspection process can include awireless signal or acoustic signal. The wireless signal can be sent to adata processing system (“DPS”) connected an administrator device via anetwork. The acoustic signal can be transmitted by the vehicle via aspeaker of the vehicle. The indication of the complete tank inspectionprocess can initiate the exit process, as in step 822.

At step 822, the vehicle can initiate an exit process similar to step526 or step 718. In some cases, the vehicle can initiate the exitprocess to terminate the tank inspection process responsive to anexpiration of the timer. The time of expiration can be predetermined orconfigured via the control unit of the vehicle.

FIG. 9 is a block diagram of an example computer system 900. Thecomputer system or computing device 900 can include or be used toimplement one or more component of system 100, 200, 300, or 400, orperform one or more aspect of the method 500, 600, 700 or 800. Forexample, the system 900 can implement one or more component orfunctionality of the ATIS 102, the data processing system 402, thevehicle, or the administrator device 422. The computing system 900includes at least one bus 905 or other communication component forcommunicating information and at least one processor 910 or processingcircuit coupled to the bus 905 for processing information. The computingsystem 900 can also include one or more processors 910 or processingcircuits coupled to the bus for processing information. The computingsystem 900 also includes at least one main memory 915, such as a randomaccess memory (RAM) or other dynamic storage device, coupled to the bus905 for storing information, and instructions to be executed by theprocessor 910. The main memory 915. The main memory 915 can also be usedfor storing one or more of a propeller control program, tank map,collected data, tank inspection process, quality metric, diagnosticprogram, or other information. The computing system 900 may include atleast one read only memory (ROM) 920 or other static storage devicecoupled to the bus 905 for storing static information and instructionsfor the processor 910. A storage device 925, such as a solid statedevice, magnetic disk or optical disk, can be coupled to the bus 905 topersistently store information and instructions. The storage device 925can include or be part of the data repository 126.

The computing system 900 may be coupled via the bus 905 to a display935, such as a liquid crystal display, or active matrix display, fordisplaying information to a user of the administrator device 422. Aninput device 930, such as a keyboard or voice interface may be coupledto the bus 905 for communicating information and commands to theprocessor 910. The input device 930 can include a touch screen display935. The input device 930 can also include a cursor control, such as amouse, a trackball, or cursor direction keys, for communicatingdirection information and command selections to the processor 910 andfor controlling cursor movement on the display 935. The display 935(e.g., on a vehicle dashboard) can, for example, be part of the ATIS102, vehicle, data processing system 402, administrator device 422, orother component depicted herein.

The processes, systems and methods described herein can be implementedby the computing system 900 in response to the processor 910 executingan arrangement of instructions contained in main memory 915. Suchinstructions can be read into main memory 915 from anothercomputer-readable medium, such as the storage device 925. Execution ofthe arrangement of instructions contained in main memory 915 causes thecomputing system 900 to perform the illustrative processes describedherein. One or more processors in a multi-processing arrangement mayalso be employed to execute the instructions contained in main memory915. Hard-wired circuitry can be used in place of or in combination withsoftware instructions together with the systems and methods describedherein. Systems and methods described herein are not limited to anyspecific combination of hardware circuitry and software.

Although an example computing system has been described in FIG. 9, thesubject matter including the operations described in this specificationcan be implemented in other types of digital electronic circuitry, or incomputer software, firmware, or hardware, including the structuresdisclosed in this specification and their structural equivalents, or incombinations of one or more of them.

Some of the description herein emphasizes the structural independence ofthe aspects of the system components, such as components of the controlunit 104, which illustrates one grouping of operations andresponsibilities of these system components. Other groupings thatexecute similar overall operations are understood to be within the scopeof the present application. Modules can be implemented in hardware or ascomputer instructions on a non-transient computer readable storagemedium, and modules can be distributed across various hardware orcomputer based components.

The systems described above can provide multiple ones of any or each ofthose components and these components can be provided on either astandalone system or on multiple instantiation in a distributed system.In addition, the systems and methods described above can be provided asone or more computer-readable programs or executable instructionsembodied on or in one or more articles of manufacture. The article ofmanufacture can be cloud storage, a hard disk, a CD-ROM, a flash memorycard, a PROM, a RAM, a ROM, or a magnetic tape. In general, thecomputer-readable programs can be implemented in any programminglanguage, such as LISP, PERL, C, C++, C #, PROLOG, or in any byte codelanguage such as JAVA. The software programs or executable instructionscan be stored on or in one or more articles of manufacture as objectcode.

Example and non-limiting module implementation elements include sensorsproviding any value determined herein, sensors providing any value thatis a precursor to a value determined herein, datalink or networkhardware including communication chips, oscillating crystals,communication links, cables, twisted pair wiring, coaxial wiring,shielded wiring, transmitters, receivers, or transceivers, logiccircuits, hard-wired logic circuits, reconfigurable logic circuits in aparticular non-transient state configured according to the modulespecification, any actuator including at least an electrical, hydraulic,or pneumatic actuator, a solenoid, an op-amp, analog control elements(springs, filters, integrators, adders, dividers, gain elements), ordigital control elements.

The subject matter and the operations described in this specificationcan be implemented in digital electronic circuitry, or in computersoftware, firmware, or hardware, including the structures disclosed inthis specification and their structural equivalents, or in combinationsof one or more of them. The subject matter described in thisspecification can be implemented as one or more computer programs, e.g.,one or more circuits of computer program instructions, encoded on one ormore computer storage media for execution by, or to control theoperation of, data processing apparatuses. Alternatively or in addition,the program instructions can be encoded on an artificially generatedpropagated signal, e.g., a machine-generated electrical, optical, orelectromagnetic signal that is generated to encode information fortransmission to suitable receiver apparatus for execution by a dataprocessing apparatus. A computer storage medium can be, or be includedin, a computer-readable storage device, a computer-readable storagesubstrate, a random or serial access memory array or device, or acombination of one or more of them. While a computer storage medium isnot a propagated signal, a computer storage medium can be a source ordestination of computer program instructions encoded in an artificiallygenerated propagated signal. The computer storage medium can also be, orbe included in, one or more separate components or media (e.g., multipleCDs, disks, or other storage devices include cloud storage). Theoperations described in this specification can be implemented asoperations performed by a data processing apparatus on data stored onone or more computer-readable storage devices or received from othersources.

The terms “computing device”, “component” or “data processing apparatus”or the like encompass various apparatuses, devices, and machines forprocessing data, including by way of example a programmable processor, acomputer, a system on a chip, or multiple ones, or combinations of theforegoing. The apparatus can include special purpose logic circuitry,e.g., an FPGA (field programmable gate array) or an ASIC (applicationspecific integrated circuit). The apparatus can also include, inaddition to hardware, code that creates an execution environment for thecomputer program in question, e.g., code that constitutes processorfirmware, a protocol stack, a database management system, an operatingsystem, a cross-platform runtime environment, a virtual machine, or acombination of one or more of them. The apparatus and executionenvironment can realize various different computing modelinfrastructures, such as web services, distributed computing and gridcomputing infrastructures.

A computer program (also known as a program, software, softwareapplication, app, script, or code) can be written in any form ofprogramming language, including compiled or interpreted languages,declarative or procedural languages, and can be deployed in any form,including as a stand-alone program or as a module, component,subroutine, object, or other unit suitable for use in a computingenvironment. A computer program can correspond to a file in a filesystem. A computer program can be stored in a portion of a file thatholds other programs or data (e.g., one or more scripts stored in amarkup language document), in a single file dedicated to the program inquestion, or in multiple coordinated files (e.g., files that store oneor more modules, sub programs, or portions of code). A computer programcan be deployed to be executed on one computer or on multiple computersthat are located at one site or distributed across multiple sites andinterconnected by a communication network.

The processes and logic flows described in this specification can beperformed by one or more programmable processors executing one or morecomputer programs to perform actions by operating on input data andgenerating output. The processes and logic flows can also be performedby, and apparatuses can also be implemented as, special purpose logiccircuitry, e.g., an FPGA (field programmable gate array) or an ASIC(application specific integrated circuit). Devices suitable for storingcomputer program instructions and data can include non-volatile memory,media and memory devices, including by way of example semiconductormemory devices, e.g., EPROM, EEPROM, and flash memory devices; magneticdisks, e.g., internal hard disks or removable disks; magneto opticaldisks; and CD ROM and DVD-ROM disks. The processor and the memory can besupplemented by, or incorporated in, special purpose logic circuitry.

The subject matter described herein can be implemented in a computingsystem that includes a back end component, e.g., as a data server, orthat includes a middleware component, e.g., an application server, orthat includes a front end component, e.g., a client computer having agraphical user interface or a web browser through which a user caninteract with an implementation of the subject matter described in thisspecification, or a combination of one or more such back end,middleware, or front end components. The components of the system can beinterconnected by any form or medium of digital data communication,e.g., a communication network. Examples of communication networksinclude a local area network (“LAN”) and a wide area network (“WAN”), aninter-network (e.g., the Internet), and peer-to-peer networks (e.g., adhoc peer-to-peer networks).

While operations are depicted in the drawings in a particular order,such operations are not required to be performed in the particular ordershown or in sequential order, and all illustrated operations are notrequired to be performed. Actions described herein can be performed in adifferent order.

Having now described some illustrative implementations, it is apparentthat the foregoing is illustrative and not limiting, having beenpresented by way of example. In particular, although many of theexamples presented herein involve specific combinations of method actsor system elements, those acts and those elements may be combined inother ways to accomplish the same objectives. Acts, elements andfeatures discussed in connection with one implementation are notintended to be excluded from a similar role in other implementations orimplementations.

The phraseology and terminology used herein is for the purpose ofdescription and should not be regarded as limiting. The use of“including” “comprising” “having” “containing” “involving”“characterized by” “characterized in that” and variations thereofherein, is meant to encompass the items listed thereafter, equivalentsthereof, and additional items, as well as alternate implementationsconsisting of the items listed thereafter exclusively. In oneimplementation, the systems and methods described herein consist of one,each combination of more than one, or all of the described elements,acts, or components.

Any references to implementations or elements or acts of the systems andmethods herein referred to in the singular may also embraceimplementations including a plurality of these elements, and anyreferences in plural to any implementation or element or act herein mayalso embrace implementations including only a single element. Referencesin the singular or plural form are not intended to limit the presentlydisclosed systems or methods, their components, acts, or elements tosingle or plural configurations. References to any act or element beingbased on any information, act or element may include implementationswhere the act or element is based at least in part on any information,act, or element.

Any implementation disclosed herein may be combined with any otherimplementation or embodiment, and references to “an implementation,”“some implementations,” “one implementation” or the like are notnecessarily mutually exclusive and are intended to indicate that aparticular feature, structure, or characteristic described in connectionwith the implementation may be included in at least one implementationor embodiment. Such terms as used herein are not necessarily allreferring to the same implementation. Any implementation may be combinedwith any other implementation, inclusively or exclusively, in any mannerconsistent with the aspects and implementations disclosed herein.

References to “or” may be construed as inclusive so that any termsdescribed using “or” may indicate any of a single, more than one, andall of the described terms. For example, a reference to “at least one of‘A’ and ‘B’” can include only ‘A’, only ‘B’, as well as both ‘A’ and‘B’. Such references used in conjunction with “comprising” or other openterminology can include additional items.

Where technical features in the drawings, detailed description or anyclaim are followed by reference signs, the reference signs have beenincluded to increase the intelligibility of the drawings, detaileddescription, and claims. Accordingly, neither the reference signs northeir absence have any limiting effect on the scope of any claimelements.

Modifications of described elements and acts such as variations insizes, dimensions, structures, shapes and proportions of the variouselements, values of parameters, mounting arrangements, use of materials,colors, orientations can occur without materially departing from theteachings and advantages of the subject matter disclosed herein. Forexample, elements shown as integrally formed can be constructed ofmultiple parts or elements, the position of elements can be reversed orotherwise varied, and the nature or number of discrete elements orpositions can be altered or varied. Other substitutions, modifications,changes and omissions can also be made in the design, operatingconditions and arrangement of the disclosed elements and operationswithout departing from the scope of the present disclosure.

The systems and methods described herein may be embodied in otherspecific forms without departing from the characteristics thereof. Scopeof the systems and methods described herein is thus indicated by theappended claims, rather than the foregoing description, and changes thatcome within the meaning and range of equivalency of the claims areembraced therein.

What is claimed is:
 1. A system to inspect a tank containing a flammablefluid, comprising: a vehicle comprising a battery, a control unit, aninspection device having one or more conductors, and a ranging device,wherein the inspection device, electrically connected to the controlunit and the battery, is configured to: receive, from the control unitresponsive to identifying a first position of the vehicle on a map ofthe tank based on data from the ranging device, a command to initiateinspection at the first position on the map; change, responsive to thecommand to initiate inspection, a magnetic field in the one or moreconductors to induce loops of electric current that extend towards aportion of the tank corresponding to the first position on the map;detect values corresponding to the induced loops of electric current atthe portion of the tank corresponding to the first position on the map;provide, to the control unit, data comprising the detected values tocause the control unit to determine a quality metric at the portion ofthe tank corresponding to the first position of the vehicle on the map,and store, in memory of the vehicle, the quality metric.
 2. The systemof claim 1, wherein the inspection device generates pulsed eddy currentsto determine the quality metric.
 3. The system of claim 1, wherein theinspection device comprises a plurality of conductors to generate phasedarray eddy currents to determine the quality metric at a portion of thetank corresponding to a second position of the vehicle on the map. 4.The system of claim 1, wherein the inspection device comprises anultrasonic phased array system to determine a second quality metric atthe portion of the tank corresponding to the first position of thevehicle on the map.
 5. The system of claim 1, wherein the inspectiondevice comprises at least two different types of sensors, and selects,based on a condition associated with the portion of the tankcorresponding to the first position of the vehicle on the map, one ofthe at least two different types of sensors to inspect the portion ofthe tank.
 6. The system of claim 1, wherein the quality metric indicatesa thickness of the portion of the tank corresponding to the firstposition of the vehicle on the map.
 7. The system of claim 1, whereinthe quality metric indicates a predictive corrosion metric based on aplurality of tank inspection performed by the vehicle during a timeinterval.
 8. The system of claim 1, comprising: a model generator thatgenerates a risk-based inspection model based on a time-series ofquality metrics determined based on the loops of electric currentprovided by the inspection device that extend towards the portion of thetank.
 9. The system of claim 1, comprising: a model generator thataggregates historical quality metrics obtained from a plurality of tankinspections to forecast a level of thickness of the tank based on thequality metric.
 10. The system of claim 1, wherein the ranging devicedetects acoustic waves reflected off one or more portions of the tank,and the control unit generates the map of the tank based on the detectedacoustic waves.
 11. A method of inspecting a tank containing a flammablefluid, comprising: lowering, via a cable, a vehicle into the tankcontaining the flammable fluid, wherein the vehicle comprises a battery,a control unit, an inspection device having one or more conductors, anda ranging device; removing, subsequent to deploying the vehicle, thecable from the tank; receiving, by the inspection device from thecontrol unit responsive to identifying a first position of the vehicleon a map of the tank based on data from the ranging device, a command toinitiate inspection at the first position on the map; changing, by theinspection device responsive to the command to initiate inspection, amagnetic field in the one or more conductors to induce loops of electriccurrent that extend towards a portion of the tank corresponding to thefirst position on the map; detecting, by the inspection device, valuescorresponding to the induced loops of electric current at the portion ofthe tank corresponding to the first position on the map; providing, bythe inspection device to the control unit, data comprising the detectedvalues to cause the control unit to determine a quality metric at theportion of the tank corresponding to the first position of the vehicleon the map, and store, in memory of the vehicle, the quality metric. 12.The method of claim 11, comprising: generating, by the inspectiondevice, pulsed eddy currents; and determining the quality metric basedon the pulsed eddy currents.
 13. The method of claim 11, comprising:generating, by a plurality of conductors of the inspection devicearranged in an array, pulsed eddy currents; and determining the qualitymetric at a portion of the tank corresponding to a second position ofthe vehicle on the map based on the pulsed eddy currents generated fromthe plurality of conductors arranged in the array.
 14. The method ofclaim 11, comprising: determining, via an ultrasonic phased array systemof the inspection device, a second quality metric at the portion of thetank corresponding to the first position of the vehicle on the map. 15.The method of claim 11, comprising: selecting, based on a conditionassociated with the portion of the tank corresponding to the firstposition of the vehicle on the map, one of at least two different typesof sensors to inspect the portion of the tank.
 16. The method of claim11, wherein the quality metric indicates a thickness of the portion ofthe tank corresponding to the first position of the vehicle on the map.17. The method of claim 11, wherein the quality metric indicates apredictive corrosion metric based on a plurality of tank inspectionperformed by the vehicle during a time interval.
 18. The method of claim11, comprising: generating, by a model generator, a risk-basedinspection model based on a time-series of quality metrics determinedbased on the loops of electric current provided by the inspection devicethat extend towards the portion of the tank.
 19. The method of claim 11,comprising: aggregating, by a model generator, historical qualitymetrics obtained from a plurality of tank inspections; and forecasting,by the model generator using the aggregated historical quality metrics,a level of thickness of the tank based on the quality metric.
 20. Themethod of claim 11, comprising: receiving, by the ranging device,acoustic waves reflected off one or more portions of the tank; andgenerating, by the control unit, the map of the tank based on theacoustic waves.